{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Technical Analysis with Pandas ([pandas_ta](https://github.com/twopirllc/pandas-ta))\n",
    "* Below contains examples of simple charts that can be made from pandas_ta indicators\n",
    "* Examples below are for **educational purposes only**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import pandas_ta as ta\n",
    "%pylab inline\n",
    "\n",
    "from alphaVantageAPI.alphavantage import AlphaVantage  # pip install alphaVantage-api\n",
    "\n",
    "e = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### List of Indicators (post an [issue](https://github.com/twopirllc/pandas-ta/issues) if the indicator doc needs updating)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pandas.ta - Technical Analysis Indicators\n",
      "Total Indicators: 89\n",
      "Abbreviations:\n",
      "    accbands, ad, adosc, adx, amat, ao, aobv, apo, aroon, atr, bbands, bop, cci, cg, cmf, cmo, coppock, cross, decreasing, dema, donchian, dpo, efi, ema, eom, fisher, fwma, hl2, hlc3, hma, ichimoku, increasing, kama, kc, kst, kurtosis, linear_decay, linreg, log_return, long_run, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, percent_return, ppo, pvi, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, rvi, short_run, sinwma, skew, slope, sma, stdev, stoch, swma, t3, tema, trend_return, trima, trix, true_range, tsi, uo, variance, vortex, vp, vwap, vwma, willr, wma, zlma, zscore\n"
     ]
    }
   ],
   "source": [
    "e.ta.indicators()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Individual Indicator help"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function sma in module pandas_ta.overlap.sma:\n",
      "\n",
      "sma(close, length=None, offset=None, **kwargs)\n",
      "    Simple Moving Average (SMA)\n",
      "    \n",
      "    The Simple Moving Average is the classic moving average that is the equally\n",
      "    weighted average over n periods.\n",
      "    \n",
      "    Sources:\n",
      "        https://www.tradingtechnologies.com/help/x-study/technical-indicator-definitions/simple-moving-average-sma/\n",
      "    \n",
      "    Calculation:\n",
      "        Default Inputs:\n",
      "            length=10\n",
      "        SMA = SUM(close, length) / length\n",
      "    \n",
      "    Args:\n",
      "        close (pd.Series): Series of 'close's\n",
      "        length (int): It's period.  Default: 10\n",
      "        offset (int): How many periods to offset the result.  Default: 0\n",
      "    \n",
      "    Kwargs:\n",
      "        adjust (bool): Default: True\n",
      "        presma (bool, optional): If True, uses SMA for initial value.\n",
      "        fillna (value, optional): pd.DataFrame.fillna(value)\n",
      "        fill_method (value, optional): Type of fill method\n",
      "    \n",
      "    Returns:\n",
      "        pd.Series: New feature generated.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(ta.sma)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Daily SPY from [AlphaVantage](http://www.alphavantage.com) and clean it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def farm(ticker = 'SPY', drop=['dividend', 'split_coefficient']):\n",
    "    AV = AlphaVantage(api_key=\"YOUR API KEY\", premium=False, clean=True, output_size='full')\n",
    "    df = AV.data(symbol=ticker, function='D')\n",
    "    df.set_index(['date'], inplace=True)\n",
    "    df.drop(['dividend', 'split_coefficient'], axis=1, inplace=True) if 'dividend' in df.columns and 'split_coefficient' in df.columns else None\n",
    "    df.name = ticker\n",
    "    return df\n",
    "\n",
    "def ctitle(indicator_name, ticker='SPY', length=100):\n",
    "    return f\"{ticker}: {indicator_name} from {recent_startdate} to {recent_startdate} ({length})\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "price_size = (16, 8)\n",
    "ind_size = (16, 2)\n",
    "ticker = 'SPY'\n",
    "recent = 126\n",
    "half_of_recent = int(0.5 * recent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Ticker and take a peek"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SPY(5033, 5) from 2019-09-16 to 2020-03-16\n",
      "              open         high          low        close        volume\n",
      "count  5033.000000  5033.000000  5033.000000  5033.000000  5.033000e+03\n",
      "mean    159.409025   160.322162   158.395389   159.408191  1.131951e+08\n",
      "std      60.567005    60.680183    60.439239    60.577228  9.854250e+07\n",
      "min      67.950000    70.000000    67.100000    68.110000  6.790000e+04\n",
      "25%     115.480000   116.400000   114.570000   115.500000  4.892612e+07\n",
      "50%     136.480000   137.180000   135.460000   136.410000  8.365357e+07\n",
      "75%     201.400000   202.300000   200.000000   201.330000  1.516128e+08\n",
      "max     337.790000   339.080000   337.480000   338.340000  8.708580e+08\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-03-14</th>\n",
       "      <td>139.2812</td>\n",
       "      <td>140.0937</td>\n",
       "      <td>136.1562</td>\n",
       "      <td>136.6250</td>\n",
       "      <td>8263900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-03-15</th>\n",
       "      <td>136.8750</td>\n",
       "      <td>140.4375</td>\n",
       "      <td>136.0625</td>\n",
       "      <td>139.8125</td>\n",
       "      <td>10300800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-03-16</th>\n",
       "      <td>141.6250</td>\n",
       "      <td>146.8437</td>\n",
       "      <td>140.8750</td>\n",
       "      <td>146.3437</td>\n",
       "      <td>25601400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-03-17</th>\n",
       "      <td>145.8125</td>\n",
       "      <td>148.0000</td>\n",
       "      <td>145.4375</td>\n",
       "      <td>146.9375</td>\n",
       "      <td>10272900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-03-20</th>\n",
       "      <td>146.8750</td>\n",
       "      <td>147.3437</td>\n",
       "      <td>144.7812</td>\n",
       "      <td>146.1875</td>\n",
       "      <td>12502300.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                open      high       low     close      volume\n",
       "date                                                          \n",
       "2000-03-14  139.2812  140.0937  136.1562  136.6250   8263900.0\n",
       "2000-03-15  136.8750  140.4375  136.0625  139.8125  10300800.0\n",
       "2000-03-16  141.6250  146.8437  140.8750  146.3437  25601400.0\n",
       "2000-03-17  145.8125  148.0000  145.4375  146.9375  10272900.0\n",
       "2000-03-20  146.8750  147.3437  144.7812  146.1875  12502300.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = farm(ticker)\n",
    "last_ = df.shape[0]\n",
    "recent_startdate = df.tail(recent).index[0]\n",
    "recent_enddate = df.tail(recent).index[-1]\n",
    "print(f\"{df.name}{df.shape} from {recent_startdate} to {recent_enddate}\\n{df.describe()}\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aliases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "opendf = df['open']\n",
    "closedf = df['close']\n",
    "volumedf = df['volume']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create some constants for some indicators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on method constants in module pandas_ta.core:\n",
      "\n",
      "constants(apply, lower_bound=-100, upper_bound=100, every=1) method of pandas_ta.core.AnalysisIndicators instance\n",
      "    Constants\n",
      "    \n",
      "    Useful for indicator levels or if you need some constant value.\n",
      "    \n",
      "    Add constant '1' to the DataFrame\n",
      "    >>> df.ta.constants(True, 1, 1, 1)\n",
      "    Remove constant '1' to the DataFrame\n",
      "    >>> df.ta.constants(False, 1, 1, 1)\n",
      "    \n",
      "    Adding constants that range of constants from -4 to 4 inclusive\n",
      "    >>> df.ta.constants(True, -4, 4, 1)\n",
      "    Removing constants that range of constants from -4 to 4 inclusive\n",
      "    >>> df.ta.constants(False, -4, 4, 1)\n",
      "    \n",
      "    Args:\n",
      "        apply (bool): Default: None.  If True, appends the range of constants to the\n",
      "            working DataFrame.  If False, it removes the constant range from the working\n",
      "            DataFrame.\n",
      "        lower_bound (int): Default: -100.  Lowest integer for the constant range.\n",
      "        upper_bound (int): Default: 100.  Largest integer for the constant range.\n",
      "        every (int): Default: 10.  How often to include a new constant.\n",
      "    \n",
      "    Returns:\n",
      "        Returns nothing to the user.  Either adds or removes constant ranges from the\n",
      "        working DataFrame.\n",
      "\n"
     ]
    },
    {
     "data": {
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>-4</th>\n",
       "      <th>-3</th>\n",
       "      <th>-2</th>\n",
       "      <th>-1</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-03-10</th>\n",
       "      <td>284.64</td>\n",
       "      <td>288.5200</td>\n",
       "      <td>273.5000</td>\n",
       "      <td>288.42</td>\n",
       "      <td>274894230.0</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-11</th>\n",
       "      <td>280.70</td>\n",
       "      <td>281.9400</td>\n",
       "      <td>270.8800</td>\n",
       "      <td>274.36</td>\n",
       "      <td>254604444.0</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-12</th>\n",
       "      <td>256.00</td>\n",
       "      <td>266.6600</td>\n",
       "      <td>247.6800</td>\n",
       "      <td>248.11</td>\n",
       "      <td>389612072.0</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-13</th>\n",
       "      <td>263.09</td>\n",
       "      <td>271.4754</td>\n",
       "      <td>248.5237</td>\n",
       "      <td>269.32</td>\n",
       "      <td>326142197.0</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-16</th>\n",
       "      <td>241.18</td>\n",
       "      <td>256.9000</td>\n",
       "      <td>237.3600</td>\n",
       "      <td>248.07</td>\n",
       "      <td>196588337.0</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              open      high       low   close       volume  -4  -3  -2  -1  \\\n",
       "date                                                                          \n",
       "2020-03-10  284.64  288.5200  273.5000  288.42  274894230.0  -4  -3  -2  -1   \n",
       "2020-03-11  280.70  281.9400  270.8800  274.36  254604444.0  -4  -3  -2  -1   \n",
       "2020-03-12  256.00  266.6600  247.6800  248.11  389612072.0  -4  -3  -2  -1   \n",
       "2020-03-13  263.09  271.4754  248.5237  269.32  326142197.0  -4  -3  -2  -1   \n",
       "2020-03-16  241.18  256.9000  237.3600  248.07  196588337.0  -4  -3  -2  -1   \n",
       "\n",
       "            0  1  2  3  4  \n",
       "date                       \n",
       "2020-03-10  0  1  2  3  4  \n",
       "2020-03-11  0  1  2  3  4  \n",
       "2020-03-12  0  1  2  3  4  \n",
       "2020-03-13  0  1  2  3  4  \n",
       "2020-03-16  0  1  2  3  4  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "help(df.ta.constants) # for more info\n",
    "df.ta.constants(True, -4, 4)\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Price & Volume Charts with Moving Averages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cscheme(colors):\n",
    "    aliases = {\n",
    "        'BkBu': ['black', 'blue'],\n",
    "        'gr': ['green', 'red'],\n",
    "        'grays': ['silver', 'gray'],\n",
    "        'mas': ['black', 'green', 'orange', 'red'],\n",
    "    }\n",
    "    aliases['default'] = aliases['gr']\n",
    "    return aliases[colors]\n",
    "\n",
    "def machart(kind, fast, medium, slow, append=True, last=last_, figsize=price_size, colors=cscheme('mas')):\n",
    "    title = ctitle(f\"{kind.upper()}s\", ticker=ticker, length=last)\n",
    "    ma1 = df.ta(kind=kind, length=fast, append=append)\n",
    "    ma2 = df.ta(kind=kind, length=medium, append=append)\n",
    "    ma3 = df.ta(kind=kind, length=slow, append=append)\n",
    "    \n",
    "    madf = pd.concat([closedf, df[[ma1.name, ma2.name, ma3.name]]], axis=1, sort=False).tail(last)\n",
    "    madf.plot(figsize=figsize, title=title, color=colors, grid=True)    \n",
    "\n",
    "def volumechart(kind, length=10, last=last_, figsize=ind_size, alpha=0.7, colors=cscheme('gr')):\n",
    "    title = ctitle(\"Volume\", ticker=ticker, length=last)\n",
    "    volume = pd.DataFrame({'V+': volumedf[closedf > opendf], 'V-': volumedf[closedf < opendf]}).tail(last)\n",
    "    \n",
    "    volume.plot(kind='bar', figsize=figsize, width=0.5, color=colors, alpha=alpha, stacked=True)\n",
    "    vadf = df.ta(kind=kind, close=volumedf, length=length).tail(last)\n",
    "    vadf.plot(figsize=figsize, lw=1.4, color='black', title=title, rot=45, grid=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "machart('ema', 8, 21, 50, last=recent)\n",
    "volumechart('ema', last=recent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Indicator Examples\n",
    "* Examples of simple and complex indicators.  Most indicators return a Series, while a few return DataFrames.\n",
    "* All indicators can be called one of three ways. Either way, they return the result.\n",
    "\n",
    "### Three ways to use pandas_ta\n",
    "1. Stand Alone like TA-Lib  ta.**indicator**(*kwargs*).\n",
    "2. As a DataFrame Extension like df.ta.**indicator**(*kwargs*).  Where df is a DataFrame with columns named 'open', 'high', 'low', 'close, 'volume' for simplicity.\n",
    "3. Similar to #2, but by calling: df.ta(kind='**indicator**', *kwargs*)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cumulative Log Return"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11666f850>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clr_ma_length = 8\n",
    "clrdf = df.ta.log_return(cumulative=True, append=True)\n",
    "clrmadf = ta.ema(clrdf, length=clr_ma_length)\n",
    "qqdf = pd.DataFrame({f\"{clrdf.name}\": clrdf, f\"{clrmadf.name}({clrdf.name})\": clrmadf})\n",
    "qqdf.tail(recent).plot(figsize=ind_size, color=cscheme('BkBu'), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent), grid=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MACD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x116647f50>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "macddf = df.ta.macd(fast=8, slow=21, signal=9, min_periods=None, append=True)\n",
    "macddf[[macddf.columns[0], macddf.columns[2]]].tail(recent).plot(figsize=(16, 2), color=cscheme('BkBu'), linewidth=1.3)\n",
    "macddf[macddf.columns[1]].tail(recent).plot.area(figsize=ind_size, stacked=False, color=['silver'], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ZScore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x116604690>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ur4lS6kngG6CH1jpzWzgJlFNK1dNanzc/1pJ8thetdSim85Rv1rMG+Me8bDimIfGZ44gyl39zRttb6tJafw18bV63KfABcMw8YqGg15I9xK1tWWf5P7OTQBmlVHWtdUQO69xCKWXD/0/g9WSW9/DNZDpr/Zk14dbhzkIIUeLJEF8hhLhLSqnGSqkJN89NM8/CORDYV8T1tsR0ID5Qa51nr1mm7WoopforpSoqpWyVUj0wDcHdbl5lLdBKKdXHPHx4KnAg6wRJ+aW1TsM0BPljc531MM0Am69Jj/KilPoA0wyx3TP16t20HbBVSo01z+j7OqYJnXaat7Ux76M9mC4FYzQaM7K5hISEckajkfT0dNuwsLCaDg4OKc7Oztn2DFaoUCG5bNmyyRcvXnQzGAwqOjq6cnJyctmqVavGAqSkpNinpKTYa62Ji4urEBER4ebu7p7j66a1viWerLFVrlw5JjIyslpaWppdWlqabVRUVHUnJ6dse9Ps7e3T0tLS7G9ub2NjoytVqhQbFxfnnJ/XRCnVHdMEXH211oFZ4ozDNFPyR0qp8kqpmxNjrci0fVmgjPnfMubX4uaypuYYyph78rthGn2Qk2WYhgQ7mxPQl4HvzWWVU0o1UyZ1ME389OXN4fQ57FsZc3wADpnugyl5fFYp1UKZZn6eDOzMbtIirXUKpvbWJVPZylyew83nwTyc9+aPJQsw/TDU27x9ZjswnRLwjlLKTplmNu4E/JFpnS7A5pyfKiGEKHkkQRVCiLsXj2lCk/1KqURMiekRYMLdFqyUWqyUmpvD4glABeA3dfv1UHMb7qsx9SpewjQscRYwTmu9EcDc+9MfmG1e3hrTpEd3Ywymc1xDMSWHSzElGnfFPDzyQ0yXHTmbdf+11slAb0y9cNeAFzElA2nmIh7GNJTyN4PBYHfw4MHWJ0+ebHiz/MuXL7sFBwe3OnToUPP09HS7Bg0anM0tnvr1659NTEysGBwc7B0eHu5ev379s/b29gaApKSksidOnGgcFBTkHRoaWtfDw+NiTskuQHJycpmDBw+2PnHiRFOAgwcPtj5y5EjGZEC1atW6XK5cuaTDhw97HT16tFn58uUTPTw8sp2gx9nZOc7BwSElJCSkZXBwcEuAunXrhimlNPl7TaZguhTK1kzP8YZMy0dhGmobhSkxHaG1PgEZE4Ml8f9DUc9gmjX4ph7mGK5iep0ezzK8O6sPMA0hv4ApIZyZ6ZzjcpgmG0vA9D7ciWmyrtycNcdXHfgLSLr5Y5PW+g/zvm/GNBKgDqY2lJMF3Hoe733mskMwDXO/OSkZmM6pHo7p/RWR6Xl93lx3KqbL7vTGdJ7tN8ALN89RVUp5YBoKnfl1EEKIEk8uMyOEEEIAISEhoS1btoy2dBzFKSQkxKVly5Z1LR1HaWHuFf0bU4Ke6+WDCqGur4CjWuuFRVmPEEIUNzkHVQghhBCiEJgvY/RgMdX1et5rCSFEySMJqhBClEJZZizNyrMg56wKIYQQQhQXSVCFEKIUMl/XsqAzlgohhBBCWJRMkiSEEEJYoW+++aaKp6dnU09Pz6be3t6N9+7dW87SMQkhhBBFzep6UJ2dnXWDBg0sHYYogRITE6lQoYKlwxAlkLQdATB79myOHTtWpyDbGI1GbGyK5rdeJycnli5dSqVKlQgICGDkyJFNf/zxx0KtIyYmhrZt28psiRYgnzviTki7EXfK2tpOYGBgtNbaNbtlxTKLr/kyAAeAS1rrXrmt26hRI33y5Mkij0mUPv7+/nTt2tXSYYgSSNqOADh+/DhNmjQp0Dbx8fE4OjoWUUT/LzY2Fi8vLy5dulSo5d7JPovCIZ874k5IuxF3ytrajlIqUGvdNrtlxTXE93XgeDHVJYQQQpQqfn5+9OjRw9JhCCGEEEWuyIf4mi92/STgA4wv6vqEEEKIQrFS5blKgftOBxV81NKOHTvw8/Nj9+7dBd5WCCGEKGmK4xzUOcBE7uB7XAghhLCYfCSThT3Ed968eSxatAiATZs2ER0dzfDhw9m8eTNVq1YttHqEEEIIa1Wk56AqpXoBPbXWY5RSXYG3sjsHVSk1AhgB4AZtRhZZREIIIUT2Htu8mTouLpYOI8OlK1foP3o0c6ZNo13LlkVSR1h0NH/I0GEhhBDFbBrkeA5qUSeoM4HBQDpQFnAC1mmtX8xpG5kkSdwpazv5W5Qc0nYEWN8kScOHD2ft2rXUqWOaWNjOzo4DBw4Uah0ySZLlyOeOuBPSbsSdsra2k9skSUU6xFdr/R7wnjmIrph6UHNMToUQQghhsnjxYhYvXmzpMIQQQohiVVyz+AohhBBCCCGEELkqjkmSANBa+wP+xVWfEEIIIYQQQoiSRXpQhRBCCCGEEEJYBUlQhRBCCCGEEEJYBUlQhRBCCCGEEEJYBUlQhRBCCCGEEEJYBUlQhRBCCCt04sQJHnzwQcqUKcNnn31m6XCEEEKIYlFss/gKIYQQIv+qVKnC119/zfr16y0dihBCCFFspAdVCCGEsELVqlWjXbt22NvbWzoUIYQQothYXQ+q46lToJSlwxAlUFdLByBKrK6WDkBYh82bITGxQJs4FlEot7h8GcqVgwMHCr/s6Gho2rTwyxV56mrpAESJ1NXSAYgSq6ulAygAq0tQ4z094eRJS4chSiB/f3+6du1q6TBECSRtRwBw/Dg0aZLx786dOwu9ii5duhR8o99/h4oVoW3bQo+H48dB68IvV+RJPnfEnZB2I+6U1bWdXDokrS5BFUIIIaxBfpLJ+Ph4HB0Lrx913rx5LFq0CIBNmzbh7u5eaGULIYQQJYEkqEIIIYSVGDt2LGPHjrV0GEIIIYTFSIIqhBBCWKErV67Qtm1b4uLisLGxYc6cORw7dgwnJydLhyaEEEIUGUlQhRBCCCtUo0YNLl68aOkwhBBCiGIll5kRQgghhBBCCGEVJEEVQgghSoCEhATCwsKIi4tDy8y7QgghSikZ4iuEEEJYMa01V65cISIiAldXVy5cuIDRaMTFxQUXFxfs7e0tHaIQQghRaIo8QVVK1QKWAdUBDSzUWn9V1PUKIYQQJV1aWhqhoaEYDAaaNm2Kg4MD7u7uJCYmEh0dzZEjR3BycsLFxQUnJydULteVE0IIIUqC4uhBTQcmaK2DlFKOQKBSapvW+lgx1C2EEEKUSPHx8Zw/f54qVarg7u6OjY3prBylFBUrVqRixYrUqlWLmJgYLl26RFhYGJUrV8bZ2ZmKFSvmmaxqrUlNTWXu3Lm0bt2aBx98UBJcIe5BSUlJ2NvbY2cnAyuFdSjyc1C11uFa6yDz/XjgOOBR1PUKIYQQJZHWmvDwcM6dO0edOnWoWbNmRnKala2tLdWqVaNJkyY0aNAAW1tb/vvvP0JCQggNDeXatWsYjcaM9VNSUoiKiuLs2bOEhIQQFRXFgQMHGDp0KC1atMDX15fY2Nji2lUhhAUlJCTw8ccfU7NmTerXr8/MmTOJjo62dFhCFO85qEqpuoA3sL846xVCWEZSUhJRUVFERkbecnN0dGTQoEFUqlTJ0iEKUeySk5O5fv06YOoNvdlrefPvyJEj8ff3p0aNGhw9ejRfZSqlKF++POXLl8fd3Z2UlBRiY2O5cuUK58+fp2LFiiQnJ2MwGHBycqJSpUrUrFmTc+fO8f3336O1xt/fn4ULF/LBBx/Qu3dvRowYQYcOHQq9V9VgMHDlyhU8POS3amuQlJTExo0bCQ8PJyIigsjIyIy/kZGRpKSk0L9/f0aNGoWnp6elwxWFICUlhQULFjBz5ky6devGvn37SEhIwNfXl4YNG/LMM8/w6quv0qpVK0uHKu5RqrhmAlRKVQR2Aj5a63VZlo0ARgC0qUebAzOKJSQhRBFIToXXlsGPeyElHapXgmpOt97CouGPwzDgQRjbHbxqWTpqIeC452aa1HMp0jrSDHD8MjiVAxsFWpsmZ4D/vx9yMIja1cszdOxUjuxeXSh1xidDWXso5wCZ083j56NpcqrHLetHxcGyAFi4A+xtoXNj0/u2eiXzzQmqmf86loP85q+XY8HPHxbtgLgkqFEJnmoNT3lDB0+ws73rXRUFdPQiDPAFVydo6vH/r3Pmv+lG+H4XfLcTmteC0Y/C063BXkaDFoqoODgYCgfD/v+vrYKNb0O9aoVbV7rB9N6evg5a1IYZz0HLOrfHs3gHzP8T6rnCa4+b3qdlZC42UcjUCwRqrdtmu6w4ElSllD3wO7BVa/1Fbus2atRInzx5sshjEqWPv78/Xbt2tXQY97QLFy7Qr18/6taty/z586latWqOvS/h4eEsXLiQhQsX0qBBA8aNG0efPn0sMiOptB0BcPz4cZo0aVKgbeLj43F0dMzXulprTp06RYUKFahZs2au64aGhtKrVy+OHDlSoHgKKrd91loTEBDAoUOHMnrVMvewRURE4OjoSMeOHencuTOdOnWiefPm2Nr+f6ZpNBrZtm0bCxYswN/fn+eff56RI0fSokULgoKC2LBhAxs2bCAsLIwePXrw1FNP8cQTTxTq6IqIiAj69u3LQw89xOzZs63mPFtLfu5orVm0aBGTJk1i1qxZvPTSS3k+LykpKaxdu5Zvv/2Ws2fPMnz4cF555ZU827K43eHDh5k0aRIHDx4kPj6eVq1a4e3tnXHbtWsXs2bN4s8//7yt1zqndnP+/Hlef/11kpOTcXJywtHREScnp4ybra0tCxYswM3NjY8//pgOHTrkGmNaWhrr16/H19eXffv24ezsTM2aNfHw8MDDwyPjfrt27fDy8irMp0cUEWs71lFKWS5BVaZPvKXAVa31G3mtLwmquFPW9sYr6dLS0jh8+DANGzbM1wH4zp07GTBgAG+++SZvv/12vg8C09LS+OWXX5g3bx5nzpzhf//7H507d+b++++ncuXKd7sb+SJtp/AkJCQQEBBAYGAgzz//PA0bNrR0SPlW1AnqhQsXSEpKomHDhnm+P6whQc2L1pqwsDACAgIICAhg165dXLlyhQ4dOtC5c2eMRiOLFy+mcuXKjBw5koEDB+b4XF28eJHff/+dDRs2sG/fPpYuXUqvXr3uZtcA0/717NmTgQMHsmHDBl544QXefffduy73bkRHR7N06VKqVavG4MGDC7Tt/v37qVChwl0lBLGxsYwYMYLTp0/z448/0rhx4wKXceTIEb799lt++OEHqlevTrt27WjXrh1t27alVatWlC9f/o7jK+1SU1Np27YtgwYNon///tSrVy/bz4MlS5bwwQcf8Mcff9CsWbOMx7P7vtq2bRsvvvgi48ePp1WrVsTFxREXF0d8fHzG/cTERPr27Uv37t0L/CONwWAgMjKSS5cucenSJS5evJhxf9u2bbRv355p06bRokWLfJeZmJhIhQoVChSHuDvWdqyTW4JaHAM0HgIGA4eVUsHmx97XWm8qhrqFuOdFR0fz3Xff4erqSsOGDfH09MTFxeW2L6i0tDSCgoLYsWMH/v7+/P3337i7uxMVFcXgwYMZO3ZstsmG1hpfX198fHxYvnw5jz32WIHis7e3p3///vTv35/Dhw+zcuVKZs6cSWBgILVq1aJ9+/Y8+OCDtG/fnqZNm5KamkpMTAzR0dEZt5iYGK5evYqtrS1ly5alXLlylCtXLuN++fLluf/+++Wc1yKQnJzMvn372L59O3/99RchISG0a9eOZs2a8eCDDzJ48GCmTJlSbD82FKadO3cWepkPPfSQ1fTg3S2lFHXr1qVu3boZiVZkZCS7d+8mICCA5ORk1qxZQ9u22R5/3KJmzZqMGjWKUaNGsX//fvr06cOUKVMYPXr0Hce3c+dO+vfvz+zZsxk6dChjx46lY8eOuLi4MHz48Dsu906lpKTg6+vLrFmzePjhh9m6dSt79+5l6tSpVK9ePddt//nnHyZPnszp06dJTU2lZs2aDBs2jAEDBuDk5JTvGPbs2cMLL7xA7969Wb58OWXLlr2jffHy8mLu3LnMmTOHY8eOceDAAf7991+WL1/OsWPHaNCgAW3btqVGjRoZM05XqFDhlr8PPPDAHddfks2aNYtatWrxzjvv5PpZ8PLLL1O2bFkeffRRNm/enO35oFprPv30U7788ktWr15dZMmHra0tbm5uuOLquxgAACAASURBVLm53fZ+TkpK4ttvv+Xxxx+nU6dOTJ069ZaEOrNTp06xevVqVq9ezalTpxg/fjxTp06lXLlyRRK3KLmK7RzU/LrZg5qens61a9duuaWmpnLfffdRv359uTC5uI21/TJkaVprli5dyjvvvEOPHj0wGAycPn2aU6dOYTQaM5LVmjVrcujQIfbs2UO9evXo2rUrXbt2pXPnzlStWpULFy7wzTffsHjxYtq2bctrr73GY489ho2NDUlJSYwcOZKQkBB++eUX6tevX2jxp6enc+TIEfbu3cu+ffvYt28f586dw8bGBhcXl9tulStXxmAwkJycTFJS0i23uLg4goOD6dmzJ0OHDuXRRx+9ZTr94mo7Z86cYf78+axfvx4XF5eMg/s6derccr9ixYpFHkt+XL16ldWrV2f8+n7jxo2Mvzdu3CAqKorAwECaNWvGww8/zCOPPEKHDh0yDjYiIyOZMmUKv/zyC5MnT2bUqFFW/dldVD2oN27c4NSpU3h6eua7Z6kk9KAWpbNnz9KzZ0969+7NJ598kuMsxjn54YcfePPNN1m1ahWPPPJIxuOnT5+mS5cuzJs3j759+xZ22NnSWrN27VomTpxI8+bNmT17No0aNeLXX39l165dfP/997z22mtMmDDhtvf+oUOHmDJlCgcOHGDy5Mm8/PLL2NjYsHXrVvz8/Ni+fTt9+vRh2LBhdOzYMduEx2AwEBsbyzfffMO8efNYtGgRTz31VJHtb0pKCocPHyYwMJCoqCgSEhJITEwkISEh4/6lS5dwdXVl48aNlClTpshisTbHjh2jS5cuBAUFUatW/iZfWLt2LWPGjGHDhg3cf//9Gd9XCQkJvPzyy5w/f55169blu7yikpiYyDfffMOnn37KI488wpQpU2jcuDGhoaEZSWl4eDjPPfcczz//PPXr1+f1118nODiYRYsW0aVLF4vGfy+wtuNkiw7xLSh7e3tdtmxZkpKSqFSpEs7Ozjg7O1O5cmVsbW05e/YsFy9epHbt2nh6etKoUSM8PT1p3LgxLVq0KJG/0ovCYW1vPEs6deoUo0aNIi4ujoULF9K6detblsfExHDq1ClOnz5NWFgYXl5eGQlpTpKSkvjxxx/5+uuvSUxMZOTIkaxcuZJGjRqxaNGiYhmqk5KSgoODwx31QEVHR7N69WqWLVvGhQsXeOGFFxgyZAjNmzcv0rZjMBjYtGkT8+bNIzAwkJdffpkXX3yRxMREQkNDb7uFhYVhZ2dHtWrVbrtVr16dHj16FMuw2S1btjB8+HA6depE7dq1KV++PBUqVLjlr7Ozc756pg8fPsyECRO4cOECn332GT179rSaXkSDwcD69evp0aMHYWFhhZ6gpqenc/z4cTw8PKhSpUq+y73XE1QwfU716dMHd3d3li5dmq/eNq01Pj4+LF68mI0bN2bbkxMUFMQTTzzBmjVrivw7459//mH8+PEkJiby+eef8/DDD2csu/m5ExoayuTJk9m+fTtTpkxh2LBhnD9/nqlTp7J9+3beeecdRo8enW0vU0REBMuXL8fPzw+j0Ujr1q2JjY3NGFVy9epV4uPjqVSpEg888ACLFi2yitmTDQYD/fv3x9bWllWrVt1y3nJpZTAY6NSpEy+++CJjxowp0La///47L7/8MuvWrSM9PZ2aNWvSt29f2rVrx/z5862qJzohIYG5c+fyxRdfUK1aNSIiIujXrx/PP/88nTt3vu21/vXXXxk7dixPPvkks2fPlpFORcjajpNLVIJav359HRwcTMWKFXP8xTQlJYVz585x6tQpTp48yalTpzh+/DiHDx+mSpUqtGrVKuPm7e1N7dq1reZgSBQda3vjWUJKSgqzZs3i66+/ZvLkyYwbN67QL7yttWbPnj18++23tGvXjtdee63Evb+OHz/O8uXLWb58OS4uLtSoUQN3d3dsbW2xsbG55W/58uWpVq0arq6uuLq63nLfwcEhxzpiYmLw8/Pjm2++wcXFhXHjxtG/f/88hzJprYmPj7/t0jyRkZFcuHCBX375hTZt2jBu3Dh69OhR4J6lvCQkJPDWW2+xZcsWlixZcssB9d3QWrNp0yYmTJhA7dq1+e6776ziQHn8+PGsWbMGgHXr1tGuXbsCtefcElStNadPn6ZcuXIF6t0YOHAg/v7+REdHU716daZPn86wYcPyvX1BWHOCCqYh5EOHDuXSpUv8+uuvuf6IlpaWxujRozl48CC///47bm5uOa67Y8cOnn/+ebZs2XLbD3iZhYWFkZiYSNOmTQsU9+nTp5k2bRr+/v7MmDGDIUOG3HZgnvU7KygoiIkTJ3Lq1Clu3LjBG2+8weuvv56vc5y11hmjTKpWrUqVKlUybs7OzoX+OVEYkpOT6dmzJ40aNWL+/Pkl7nukoHx9fVmzZg07d+68o9dj27ZtDBo0iD59+vDbb78xbdo0Ro0aZbXPW1xcHIcOHeKBBx7Ic+TM9evXmThxIhs3bmTevHn07t27mKK8t1jbcXKJSlDvZpIko9HIuXPnCA4OzrgdPHiQ1NRUli1bRo8ePfIuRJRY1vbGK24BAQGMHDmSBg0aMHfuXGrXrm3pkKyewWBg165dbNmyhYYNG2I0GjEYDLf8TUhIyLiWa1RUVMb96Oho7OzssLGxQSl129/09HT69u3L2LFjuf/++wst5uTkZH788Ud8fX25du0aY8eO5aWXXiqU0SO7d+9m6NChdO7cmTlz5hTJL9lpaWl8/PHH/PDDD+zYscOiSeq3337LnDlz2Lt3L6dPn+bGjRu4uLjg7u5O5cqV83Xgl1uCevHiRRITE/H09LTag0hrT1DB9N3+3nvvsX79ejZt2sR9993H1atXOXPmDGfPns24HThwgDp16vDjjz/ma5j8unXrGDduHDt37swYlZCWlsbff//Npk2b2LhxIxEREdjb2+Pl5cXEiRN55JFHcn0tT548iY+PD5s3b+bVV19l/PjxOcaS3XeW1pp///2Xhg0b3hMjwuLi4ujWrRtPPfUU06ZNs3Q4RSYsLIw2bdqwZ88eGjVqdMfl7Nq1i+HDh7NkyRI6duxYiBFah507dzJ8+HC8vb1ZtmyZVfUMlwbWdpycW4KK1tqqbp6enrqw7dmzR1erVk2vWbOm0MsW1mPHjh2WDsEizp07pwcMGKA9PDz02rVrtdFotHRIJc6dtB2j0agTEhJ0fHy8jouL09evX9exsbH66tWrOjo6WicmJhZ+oFnq37t3rx40aJB2dnbWI0aM0H/99dcd1ZuUlKTffvttXaNGDb1+/foiiPZ2n3zyifb09NSXL18ulvqy2rp1q65evbo+ffp0xmPHjh3T165d00ePHtXHjh3T169fz7OcuLi42x4zGAw6IiJCh4SE6NTU1EKNu7AdO3bM0iHk2/z587Wzs7N2dnbWTk5O2tvbWz/33HP63Xff1YsWLdI7duzQaWlpBSpz4cKFul69enrRokW6f//+unLlyrp169b6gw8+0Pv27dPp6ek6JSVFf/fdd7pp06ba29tbr1q16rZ6jh8/rgcNGqRdXFz0Rx99pK9du5Zn3ffqd1ZWERERumHDhtrX19fSoRQJo9GoH3/8ce3j41Mo5ZX2dnPjxg3dp08fPWbMGEuHUupYW9sBDugc8kGLJ6RZb0WRoGqtdUhIiHZzc9NLliwpkvKF5VnbG6+oRUdH6zfffFNXrVpVf/jhhzohIcHSIZVYJb3thIeH648++kh36NBBly9fXj/wwAP67bff1r/99puOiYm5ZV2DwaDDw8P1/v379U8//aQ/++wz7eXlpZ955hkdGRlZrHH7+PjoRo0a6fDw8GKt9+jRo9rV1VXv2rXrlsdvJmtGo1HHxMToQ4cO6ZMnT+qoqCidnJycbVk3E9SbP1iEhobqgwcP6pMnTxb5jxSFoSQlqFprHRYWpqOiogr1h7ivv/5a9+vXTy9evFhfunQpx/UMBoPesGGD7tSpk65bt6729fXVgYGBeuDAgdrV1VX7+Pjk60eNm0r6505hOnfunPbw8NCrVq2ydCiFbtmyZbply5aF9mPVvdBurl27puvVq6d//vlnS4dSqlhb28ktQS2Oy8xYhRYtWuDv70/37t2Ji4vj9ddft3RIQtyR5ORkfH19mT17Ns899xxHjx7N8xIFonSrUaMGkydPZvLkydy4cYN//vmHgIAAvv76a1544QXq1KlDtWrV+O+//7hw4QJOTk7Url074zZt2jSeeeaZYh+G+v7772MwGHj44YfZsWNHsbTjqKgoevXqxWeffUanTp2yXUcplXHu3tWrV7l+/ToXL17E1tYWJycnHB0dcXR0xN7eHoPBQEREBNHR0RgMBlxcXGjSpMk9NTNpcSqKUxdeffVVXn311TzXs7GxoVevXvTq1Yu9e/fy6aefMnPmTF577TUWLFiQ7+vhitvVq1ePzZs38+ijj1KlSpUCX67MWkVGRvLWW2+xadMmq57B3NpUqlSJ1atX8+STT9K6dWvq1atn6ZBEMbtnElQAT09PAgICePTRR4mPj2fSpElWe16QEFmlp6ezatUqJk+eTOvWrdm9e/ddncsiSqfy5ctnXCoITOfUBQcHExsbS506dahVq1a+L3VSHD744AMMBgOPPPII27dvp1q1akVWV3JyMn369GHQoEEMGTIkz/UzX9JIa01SUhLx8fHExMQQFhaGvb09qampODs7U6tWLRwdHeU75R7x4IMPsm7dOkuHUao0b96cdevW0bdvXzZt2pSv6+dau9dee42hQ4fSpk0bS4dS4rRr1453332XAQMGEBAQkOukhKL0scpJkhYuXFikdcTExPD222/Trl07q54BTdzbDAYDZ86c4eDBgwQHB3P48GHq16/PK6+8QosWLSwdnhCFRmvNkiVL2L17N19++SXOzs5FUoePjw/p6elMmTIl21k0nZycaNCgQb7LS0lJwd7evkRfIuPMmTPExcVZOgwhMvzxxx/88ssvJX5m37179zJ37lz8/Pxksp87pLXm/fffp3bt2owePdrS4YhC1rVr13tjFt+CuHr1Kj169MDb25vp06fj6upqldOwi/yzltnJkpOT+eCDD6hZsybDhw8v0PVBz58/z6+//sqOHTvYtWsXbm5udOvWjW7dutGlSxdcXV2LMPJ7l7W0nXuZ1ppJkyaxceNG/vrrL1xcXAq1/OnTp7Np0yb8/f1zvNTPncxom9d1UK1dSZjFt7SSz53sGQwGmjVrxty5c3n00UctHc4d0Vpz//338/7779O3b99CLfteazfR0dF4e3uzYMECevbsaelwSjRrazu5zeJ7Tw3xzaxKlSr8+eefDBkyBC8vL65fv061atVwd3fHzc0Nd3d33N3dee6552jcuLGlwxUlxLVr1+jTpw/Ozs6cP3+eGTNmMHbsWMaNG5fjAXd6ejqbNm3i22+/5Z9//qFv374MHDiQBQsWUKNGjWLeAyEsQymFj48PNjY2dOjQgY0bN2Zc+iO/tNZERkZy/PhxTpw4kfH3xIkT2NnZsWfPnjyvQ2tpFy5cYMiQIURERKCUYsSIETJngrin2NraMmnSJD766KMSm6Du2bOHa9eu8fTTT1s6lBLPxcWFlStX8txzzxEYGGgV188WRe+eTVABHB0d+eWXXwBITU3lypUrhIeHc/nyZS5fvsz58+fp1KkT8+fP57nnnrNwtOJuaK0LNFQoOTmZ9evXs2vXLl599dV89TBcunSJHj160LVrV7788ktsbW05efIkn332GZ6engwePJgJEyZkTPJx+fJl/Pz8WLRoER4eHowePZq1a9da/QG0EEVFKcWMGTOoXbs2HTt25Oeff85xIqPMkpOTmT59OgsWLEApRZMmTWjSpAmNGzfm8ccfp3HjxtSpU6dEDMW1s7Pj888/p3Xr1sTHx9OmTRu6d+9O06ZNLR2aEMVm4MCBTJ8+nV27dtG5c2dLh1NgX3zxBW+88UaJ+MwpCTp16sS4ceMYNGgQf/31F3Z293T6ck+QMa1mDg4O1K5dmwceeIC+ffsyduxYPvvsM7Zu3crbb7/NO++8Q3p6er7Kunr1Kvv378/3+qJozZo1iypVqtCvXz/8/Py4fPlytutp8wXSx4wZg4eHB35+flSuXJnOnTvz7rvvkpiYmGMdx44do0OHDrz44ot89dVXGV9KjRo1YtGiRRw+fBgHBwe8vb0ZMmQI/fr1w8vLi8uXL/Pbb7+xd+9ehgwZIsmpEMCIESNYvnw5/fr144cffsh13b179+Lt7c3p06cJDg4mJiaG3bt3s2jRIiZMmEDPnj2pX79+iTlQdHNzo3Xr1oDpR9QmTZpw6dIlC0clRPGys7PjvffeY8aMGUVaz4kTJ3jvvfdo3bo1V65cKZQyz549S0BAAP/73/8KpTxh8t5772FnZ8dHH31k6VBEMZAENQ+tW7fmwIEDBAUF8cQTTxAdHZ3julFRUbz77rs0bNiQYcOG4erqyrPPPoufn58cYFjIhg0b8PX1xd/fn969e7Nt2za8vLzw9vZm0qRJ7Nmzh8uXL/P555/TvHlzBgwYgJubG0FBQWzbtg0fHx8OHTrExYsXadq0KevWrSPredu7d++mW7duzJgxg4kTJ2bbU+vh4cGnn37KmTNnaN68Od27dycsLIxvvvmGVq1aFdfTIUSJ8dhjj7F9+3YmT57M9OnTb3vf3bhxg/Hjx/PMM8/w0Ucf8fPPPxfJJUgsKTQ0lIMHD/LAAw9YOhQhit3gwYM5efIk+/fvz9f6Z86cYeTIkXz55Zfs2rWL+Pj4bNe7evUq8+fP54EHHqBbt26kp6fj4eHBypUrCyXuOXPm8MorrxRo/gmRN1tbW3744QcWLlzIkSNHLB2OKGLSR54PLi4ubNmyhUmTJtG2bVvWrl17y5ThV65c4bPPPmPJkiUMGDCAoKAg6tSpw5UrV9i6dStbtmxh4sSJeHh48MQTT/DMM8/Qvn17C+7RveH48eMMGzaM3377jZYtW9KyZUuGDBlCeno6+/btY/PmzYwbN47Tp0/z7LPPMm/ePDp16nTbZFlubm6sWLGCHTt2MHbsWBYvXoyvry/33Xcf69atY+TIkfzwww/5um5b5cqVefvtt4tql4UoVby8vNi7dy9PP/00Z86cYfHixZQpU4Zdu3YxbNgw2rVrx+HDhwt9QqUMK/M+LaDA0yMNyt/EhAkJCfTr1485c+bg5ORU0FqEKPEcHBx45513+Oijj/j9999zXTc+Pp7evXvz2GOPcfbsWVavXs3hw4epVasWbdu2pU2bNri5ubF27Vq2bdvGE088wbRp0+jevTt2dnbs2LGDN998k/Hjx99VzLGxsaxYsYKjR4/eVTkiezVq1KBfv35s2bIFLy8vS4cjipLW2qpunp6e2pr9/PPP2sXFRX/33Xf64sWL+rXXXtOVK1fWr732mr548WKO26Wnp+u9e/fqKVOm6Nq1a+uhQ4fqmJiYYoy89NuxY0fG/djYWN2wYUO9ZMmSPLczGo35riMlJUXPmjVLV61aVQ8aNEi7ubnpwMDAOwlXWJHMbUdYn8TERP3MM8/ozp0767Fjx2p3d3e9fv36Qq/n2LFjBd4mLi6u0ONITU3Vjz32mP78888Lveys7mSfReGQz528JSUlaXd3dx0UFJTjOgaDQffp00e/8sortzyempqqg4ODtZ+fnx4zZox+8skn9bfffqtjY2OzLaNWrVo6JCTkruL95JNP9ODBg++qjLzc6+3mp59+0j179rR0GCWStbUd4IDOIR+UIb4F1K9fP3bu3MnMmTNp1qwZDg4OHDt2jK+++irXmcVsbW1p374906dP5+jRo1SqVAkvLy9++umn24auZSckJITJkycTExNTmLtTKhkMBgYOHEiPHj146aWX8ly/IJMnOTg4MHHiRA4ePEjt2rXZvXt3xvliQoiiUb58eX766Sc6duxISkoKR44coXfv3pYOq0horRk2bBhNmjS5694cIUq6smXL8tZbb+V6LqqPjw8RERH4+vre8ri9vT0tW7bk5ZdfZt68efz++++MHDky2+ss29jYMHjwYJYvX37HsaampuLr6yvv2yLWtWtXdu/eLfO8lHLFkqAqpZ5QSp1USp1RSr1bHHUWpaZNmxIcHExoaCiffvppgS8FUrFiRb766ivWrl3LtGnT6Nu3b7bnqCYnJ7N8+XI6dOjAk08+yf79+xkyZAhGo7GwdqVUmjRpEikpKXz22WdFVketWrWYOXMm9evXL7I6hBD/z8bGBh8fHxYtWkTlypUtHU6R2bNnD8uXL2f79u20atWKVq1asWnTJkuHJYTFjBw5kj179mR73uHvv//OggULWLt2LWXKlLmregYPHswPP/xwx4nPTz/9RKNGjWReiSLm4uJCnTp1CAoKsnQooggVeYKqlLIF5gE9gKbAQKVUiZ8vv1y5ctn+ClcQDz74IEFBQRkHIQsXLsRoNHL27FnefvttatWqxYoVK5g4cSKhoaFs2rSJ2NhYZs+eXUh7UfqsWrWKNWvWsGbNGuzt7S0djhBCFEjHjh3RWnPo0CGCg4MJDg6Wi9OLe1r58uV588038fHxueXxkydP8vLLL/PTTz/h5uZ21/U0btyYmjVr8tdffxV4W601X3zxhfSeFpOuXbuyY8cOS4chilBxTJJ0P3BGa30OQCn1I9AbOJbdykajMceZ10qrCRMm0KNHD8aOHcvMmTOJi4vjxRdfZNu2bdx3330AJCUlAeDn50eXLl1o2bIlHTt2tGTYxW7NmjUcOnQoI6GvX7/+LRMaHTp0iA8//JANGzZQpkyZe64diTt348YNaS8Co9GIwWAo8m2syb34nWst5HMn/wYPHszs2bMJDAzE09OTuLg4nnrqKaZMmYKXl1ehPY/9+/fHz8+PDh06FGi7gIAA4uPj6dixY5G/ptJuoH379ixZsoQxY8ZYOpQSpSS1HZWf8x/vqgKlngWe0FoPN/8/GHhAaz0u0zojgBHmf9vcXooQQghRtDZv3lx0MwJbqejoaHr06GHpMIQQQtx7ArXWbbNbYBWXmdFaLwQWAjRs2FDLuPK8ffTRR+zfv59ff/21xFyA/k5dunSJLl26sHjxYrp27ZrxeHR0dMYQuKCgINzc3Pj8888tF6gosQICAujUqZOlwxAW9t9//9G4ceMCbZOQkEDFihWLKKKid+LECeLi4iwdxj1JPncK5tq1a7Rs2ZKnn36aEydOsHHjRhwcHAq9ngEDBvDkk08yePDgfK1/+vRpHnvsMY4ePUr58uULPZ6spN2YdOjQgS+//FKuE10A1tZ2cruEWnEkqJeAWpn+r2l+LFs2NjY4Ohb4ynL3nJkzZ9K9e3e++OILPvzwwyKpIzY2liNHjli0MaekpPC///2P8ePH89RTT92yzNHRkXr16tG3b18A/P39pe2IO1K+fHlpOwIbG5sC/+B3J9tYE/nOtRz53CkYR0dHxowZw/fff8+BAweoWrVqkdQzbNgwfH198z18dPHixYwZM4bq1asXSTxZSbsxefTRR/n333959NFHLR1KiVGS2k5xzOL7L9BQKVVPKeUADAB+K4Z6SzVbW1tWrlyJn58fW7duLfTytda8+OKL9OzZk0GDBhEVFVXodeTH+PHjcXd3Z+LEiRapXwghhBDWYerUqQQFBRX46gkF8eSTT3L48GHCwsLyXDcmJoZVq1bJuZAWIBMllW5FnqBqrdOBccBW4DiwRmt9tKjrvRfUqFGDlStXMnToUC5cuFCoZX/99ddER0dz8eJFPDw88PLyYvny5fm6ZmthWbZsGX/++Sffffddga5VKoQQQojSx97enmrVqhVpHWXKlKF///6sWLEiz3XnzJlD3759izRhFtnr3Lkze/fuJTU11dKhiCJQLNdB1Vpv0lp7aq3v01r75L2FyK8uXbrwxhtvMGDAANLS0gqlzODgYGbMmMHKlSupVKkSn376KZs2beLzzz+nR48ehIaGFko9ecUwYcIE1q1bR6VKlYq8PiGEsAbJycncf//9tGzZkmbNmjF16lRLhyTEPWfw4MEsW7Ys1x/lFy5cyLJly+Q9aiGVK1fG09OTf//919KhiCJQLAmqKFoTJ06kQoUKfP3113ddVmJiIgMHDmTOnDkZl7gBaNOmDf/++y9du3albdu2fPXVV0V2aYXY2Fj69euHr68vzZo1K5I6hBDCGpUpU4bt27cTEhJCcHAwW7ZsYd++fZYOS4h7Svv27TEajTkmPwsXLsTHx4ft27dTp06dYo5O3CTDfEsvSVBLARsbG+bMmcMnn3xCbGzsXZX1xhtv0K5dO1544YXbltnb2/Puu++yd+9efvnlF5544gmMRuNd1ZeV0Whk8ODBPP300wwYMKBQyxZCCGunlMqYFTgtLY20tDQ5xUGIYqaUYsiQISxbtuy2ZQsWLMhITjP/kC+KX7du3SRBLaUkQS0lmjZtSp8+fZg5c+Ydl/Hzzz+zY8cO5s2bl+t6DRs2ZPv27Vy/fp3Vq1ffcX1ZGY1G3n//fa5fv87s2bMLrVwhhChJDAYDrVq1olq1anTv3l0uoyCEBbz44ousXr36lnMcJTm1Lp06dWL//v2kpKRYOhRRyCRBLUWmT5+On58f//33X4G3DQsLY8yYMaxatSpfU1Db2Njw6aef8v777xfKB0N4eDg9evRg586d/PTTT9jb2991mUIIcVeUyvPm6OSUr/Uybvlga2tLcHAwFy9e5J9//uHIkSNFvKNCiKzq1atH06ZN2bRpE/D/yemOHTskObUSlSpVokmTJuzfv9/SoYhCJglqKeLu7s6oUaOYMmVKgbZLT0/nhRde4K233qJdu3b53q5Lly40b96cuXPnFjTUW/z22294e3vTvn17AgICZDY8IYR10DrPW3xcXL7Wy7gVgLOzM926dWPLli1FtINCiNzcHOYryan16tatG/7+/pYOQxQykm6K/QAAHRlJREFUSVBLmYkTJ7J582ZCQkLyvc2MGTMoV64cb731VoHrmzVrFp988glXr14t8LY3btxg9OjRvP7666xdu5bp06djZ2dX4HKEEKK0iIqK4tq1awAkJSWxbds2GjdubOGohLg3Pfvss2zbtk2SUysmEyWVTpKgljKVKlVi0qRJvPvuu/la/6+//mLBggUsW7YMG5uCN4cmTZrQr18/Pv744wJtFxwcTNu2bYmLiyM4OJiHHnqowHULIURpEx4eTrdu3WjRogXt2rWje/fu9OrVy9JhCXFPqlSpEt988w3+/v6SnFqpjh078u+//5KcnGzpUArNTz/9RGBgoKXDsCiV2zWeLKFRo0Z64cKFlg6jREtLS2Po0KFMmDCBNm3a5LheQEAAn3/+OVOnTsXb2/uO64uJieGll15iwYIFuLm55bqu1pqff/6ZFStWMG7cOLp3737H9QohRGFycnKiQYMGlg6jWJ05c4a4uDhLhyGEEHds9OjRjBgx4q6OZa3FtWvXGDx4MPb29sydOxd3d3dLh1RkunbtGqi1bpvdMqscT9mlSxdLh1DiffHFF8yePZs33ngj257RhQsXMn/+fP78889ck9j8Onz4ML/99hsrV67McR2j0cgbb7xBQEAABw8epF69enddb2b+/v507dq1UMsU9wZpOwLg+PHj+ZokLrP4+PgCb2NNypYtWyoO6koi+dwRd0Laze2efvppYmNjS0X+8OabbzJkyBAaN27Mhx9+yN69e3F2di6UsktS25EhvqXUc889h42NzW2XgdFaM336dGbNmsWuXbsKJTkFmDBhAjt37uTAgQPZLk9LS2PIkCEcPHiQnTt3FnpyKoQQQggh7j2l5Xqo//33H0uXLmXy5MmMGzeOxx57jGeffZa0tDRLh1bsJEEtpWxsbJg9ezaTJk3KuAyMwWBg9OjR/Pbbb/z999+FOpStYsWKTJs2jbfeeousw8Zv3LhB3759uXbtGlu3bi20X4KEEEIIIcS97aGHHiIoKIgbN25YOpS78uGHHzJy5MiMq1l88cUXlCtXjtGjR992bF3aSYJainXr1o0mTZrwf+3deXxU5b3H8c8PoqCiBQqYgIj2UhARy3a1oFwjVlmCBBQpXGw1aNmKBBWoAUHcKiTqBYxKi6xVkVuUgiAK9RqECshiWCRCgsuFyqIsF4pxAZ77x5xgEmayTDJLku/79TqvDOc8y29OfszMk3nOc1588UVyc3Pp06cPu3fvJiMjg4svvrjc+0tKSuKrr75i6dKlZ/YdPXqULl26UKdOHRYtWsT5559f7v2KiIiISNVUq1Ytrr76atauXRvpUIK2c+dOFi9ezJgxY87sq169OvPnz2fTpk2kpaVFMLrw0wC1kps0aRJ//OMfueWWWzjvvPNYtmxZyK6XiomJYfLkyYwZM4aTJ0+yf/9+4uPjadu2LXPnzuWcc84JSb8iIiIiUnVV9Gm+EyZM4IEHHqBOnToF9teqVYs333yT5557jtdffz1C0YWfBqiVXKtWrbjzzjvp0KEDL7/8Mueee25I+0tISCA2NpaJEyfSqVMnbr/9dqZMmRLULWxERERERIoTHx9PRkZGpMMoYP369Zw8ebLYcps3b+b9999nxIgRfo9fcsklLFmyhKFDh/Lhhx+Wd5hRKSpX8ZXy9eyzz4atLzPj6aef5tprr2XatGkMGzYsbH2LiFQWp06don379jRq1KjAZRMiInK2jh07kpmZyYkTJ7jgggsiHQ67d++mQ4cO9OjRg/nz5xcZ08MPP8y4ceOKLNOmTRtmzpxJ7969WblyJVdeeWUowo4aIR2gmlkacCvwPbAbSHLOHQ1lnxJ57dq14+DBg9StWzfSoYiIVEhTp06lRYsWukepiEgJXHDBBbRu3Zo1a9bQpUuXSIdDeno6999/P4cOHaJz584sXbqU+vXrn1Vu9erVZGVl8be//a3YNm+99Vb279/PjTfeSGxsLL169SIxMZE2bdpgZqF4GhET6nmXK4GrnHNXA7uAlBD3J1FCg1MRkeDs3buXZcuWce+990Y6FBGRCuOOO+5g9uzZkQ6D48ePM2/ePJKTk5k9eza33HILHTt2JCcnp0A55xwpKSk8+uijJb4E73e/+x1ffvklL7zwAt988w19+/alSZMm3Hfffbz77rtB3ZLm22+/5dlnn+XEiROlrluUxYsXs2HDhqDqhnSA6pxb4ZzLm3y9DrgklP2JiIhUdCNHjiQ1NVXX7ouIlEJSUhIrVqxgz549EY1j7ty5dO7cmUsvvRQz4/HHH2fUqFF06tSJ9evXnym3fPlyjhw5woABA0rVfvXq1bnuuutIS0sjOzub5cuXExcXx+jRo+nRo0epb0mTnp7OU089xXXXXcdnn31WqrqBHD58mHvuuYfu3buX6NvhwsJ5DepAYEEY+xMREQnaoyGYMvVIMR8cli5dSoMGDWjXrl3ULfghIhLNLrroIn7729/y/PPPM2nSpIjEcPr0aaZNm8asWbMK7B88eDANGzakR48ezJo1i4SEBMaOHcsTTzxB9erVg+7PzGjZsiUtW7ZkzJgxtG7dmsWLF9OrV68S1T98+DCTJ09m9erVrFix4syiqr/61a+CjgkgNTWV2267jcGDB9OzZ0/27NnDfffdV+L6VtYbv5rZ34FYP4fGOecWe2XGAe2B25yfDs1sEDAIoN3ltNv4RJlCEhERKbWsZstpcXm9iMaQ8ng6f/nv5cTEVOfb777j2PET3JZwIy9Pfzwk/WV99jUtdnULSdsiIuG2+wBcOwG+mAoX1Ax//29lwsN/hU1PgL+/cX64GxKfhfgW8OlBWPeo/3LBWrkNhs6GjydDjRLc3fHBl+Gb7+HFgb5/Z+yA/s/DqO7wQPfgYtt/FFr+ATL/CI1/Cp8dhO5pkNAaUvtD3uQgG8Am51x7v40450K6AXcDa4HzS1K+WbNmTiQY7733XqRDkApKuSPOObdjx45S1zl27FgIIvF57733XEJCQsjady645yzlQ687EgzlTfESExPdiy++GJG+u3Tp4ubMmVNkmezsbNemTZuQ/S579OjhUlNTz9pfuL9PP/3U1a1b1+3bt6/A/s8//9y1bdvW9e/f3504caLU/Q8fPtyNHDmywL5Dhw65Tp06ub59+7rc3FznnHPARhdgPBjSC1zMrCswBujpnPsmlH2JiIiIiEjVNnLkSKZOncrp06fD2u8nn3xCZmYm/fr1K7Jc06ZN2bx5M/Hx8SGJ45lnnmHy5MkcOHCgyHJjx44lOTmZ2NiCE2GbNGnCmjVrqF69Oh07dizVdalffPEFr776KikpBdfFrVu3LitWrADg5ptv5vDhw0W2E+oVGNKBC4GVZpZpZtND3J+IiEilEB8fr3ugioiU0g033ECNGjXODIjCZdq0aQwaNIgaNWqEtd/CmjVrxl133cX48eMDltmwYQOrVq3igQce8Hv8vPPOY968eSQlJdGhQwe2b99eor4fe+wxhg4dSoMGDc46VrNmTebPn0+HDh3o2LFjke2EdJEk51zTULYvIiIiIiKSx8zOfIvatWvXsPR59OhR5s+fz44dO8LSX3HGjx/PFVdcwbBhw2jdunWBY845Ro8ezaOPPkqtWrUCtmFmJCcn06BBA7p3784//vEPGjduHLD8zp07WbJkCdnZ2QHLVKtWjdTUVJo0acLw4cMDlyviuYmIiIiIiFQo/fr146OPPiIrKyss/c2cOZOEhATi4uLC0l9xateuzcSJExk5cuRZt51ZtmwZX331FUlJSSVqq3///iQnJ9O1a1eOHDkSsNwjjzzC/fffT+3atYtt8/e//32RxzVAFRERERGRSqNmzZoMHjyYadOmhbyvU6dOkZ6ezogRI0LeV2nce++9HDp0iEWLFp3Zd/LkScaMGcPkyZOJiSn5RNoHH3yQLl26kJiYSG5u7lnHt2zZwqpVq8rtHGiAKiIiIiIilcrQoUN57bXXil2Qp6zefPNNYmNjueaaa0LaT2nFxMQwZcoURo8ezXfffQfArFmzuPjii0lISCh1e08//TSNGjViwIABnDp1qsCxhx9+mIceeqjIKcOloQGqiIiIiIhUKrGxsfTs2ZMZM2YUWS4nJ4cNGzYE3c/UqVNJTk4Oun4o3XTTTbRq1YopU6aQm5vLxIkTSUtLw4K4wWm1atWYM2cOR48eZcSIEWemDq9du5YtW7YwePDgcotbA1QREREREal0kpOTSU9P54cffjjr2PHjx3nooYf45S9/Sffu3dm9e3ep29+6dSu7du3i9ttvL49wQyItLY20tDT+9Kc/ER8fT/v27YNuq0aNGixatIg1a9bw1FNPATBu3DgmTJhAzZo1yytkDVBFRERERKTyadu2LT/72c944403zuxzzvHyyy9zxRVXsG/fPrZt28aECRPo27fvmamwJTV16lSGDRvGOeecU96hl5uf//znJCUl8dZbb/Hkk0+Wub2f/OQnLF++nBkzZjBkyBD27NnDXXfdVQ6R/kgDVBERkSixaNEiWrduXWCrVq0ay5cvP6vsF198Qdu2bWndujUtW7Zk+vQfbzW+adMmWrVqRdOmTQtMxRIRqWpGjhzJlClTAN9r4/XXX8+UKVNYuHAhc+fOJS4ujuHDh9OkSRPGjBlT4nY/+ugj3njjDQYNGhSq0MvNI488QmpqKpdffnm5tNewYUPefvttFi5cyOOPP17uA3QNUEVERKJE7969yczMPLMNGzaMTp060aVLl7PKxsXFsXbtWjIzM1m/fj2TJk3iyy+/BHyLg8yYMYPs7Gyys7N5++23w/1URESiQs+ePdm/fz+9e/cmISGBgQMH8uGHH9KhQ4czZcyMmTNnsmTJkgKr3gayceNGunbtyksvvUT9+vVDGX65qFWr1ln3Qy2r5s2bs2fPHvr161eu7QJYtP1Vtb2Z2xjpIEREpMrJWr6cFvXqRTqMM3Z98QWdhw3jg5kzuTQ2tsiyh44epc2dd7Ju9mzMjBuHDOGThQsBmP/OO2Rs2sSfxo49q17W11/Tolu3kMQvIhIt5gObgIeBou7SuR64FfgQuKyIMj2BPwOJ5RdilWOwyTnn94LYkt8AJ0yON2sGO3dGOgypgDIyMoiPj490GFIBKXcEgKwsaNHizD+DWeWwOCX9o/APP/zAfw4ZwjPTpnFpjx4By+3Zs4eEhARycnJIS0ujYbdubNy4kUuaNgVvIYxLcnP559q1Z/5dQFYWRNkfqqsKve5IMJQ3wenvbcW5FvjDM8/Q769/ZfXq1WdNXf3ggw/o1asXs2bNokcRr83RKOpyp4j3WE3xFRER8cM5V+x27NixEpXL20pq/PjxtGzZkl//+tdFlmvcuDFbt24lJyeHuXPncuDAgbI+bRGRKu3++++nXr16jC0062TNmjX06tWLefPmVbjBaUWjAaqIiEgUycjI4PXXXyc9Pb3EdRo2bMhVV13F6tWradSoEXv37j1zbO/evTRq1CgUoYqIVDp59/tcsGABy5YtA2DVqlX07t2bV155ha5du0Y4wspPA1QREZEoceTIEZKSkpg3bx4XXnhhkWX37t1Lbm7umXpr1qyhefPmxMXFcdFFF7Fu3Tqcc8ybN4/ERF0pJSJSUvXq1ePVV1/lnnvu4S9/+Qt9+vRhwYIF3HzzzZEOrUqIumtQRUREqqrp06dz8OBBhg4dWmB/SkrKWdN9s7KyePDBBzEznHOMGjWKVq1aAfDCCy9w9913k5ubS7du3eimhZBERErl+uuvZ8SIEQwdOpRly5Zxww03RDqkKkMDVBERkSiRkpJCSkpKicrefPPNbN261e+x9u3bs3379vIMTUSkyklJSWHQoEHUi6IV3qsCTfEVEREREREpxMw0OI2AsHyDamYPAk8D9Z1zX4ejTxERkcpg27Zt/OY3vymwr0aNGqxfvz5CEYmIiIROyAeoZtYYuAX431D3JSIiUtm0atWKzMzMSIchIiISFuGY4vtfwBhAdwIXEZGoVpp7lVZ0Vem5iohIxRHSAaqZJQL/dM5tCWU/IiIiZVWzZk0OHTpUJQZuzjkOHTpEzZo1Ix2KiIhIAWWe4mtmfwdi/RwaB4zFN723uDYGAYMA4oBHzcoallRRqyIdgFRYyh05t04d2k6cyEVNm0K1Sr6G4OnTHMvJYfPEiXx/5Eiko6my9LojwVDeSLAqSu5YqP5SbGatgHeBb7xdlwBfAtc45/YHqte8eXO3c+fOkMQklVtGRgbx8fGRDkMqIOWOBEu5I8FS7kgwlDcSrGjLHTPb5Jxr7+9YyBZJcs5tAxrkC+JzoL1W8RURERERERF/KvkcJhEREREREakownIfVADn3GXh6ktEREREREQqnpBdgxosMzsO6CJUCUY9QFPIJRjKHQmWckeCpdyRYChvJFjRljtNnHP1/R0I2zeopbAz0AWzIkUxs43KHQmGckeCpdyRYCl3JBjKGwlWRcodXYMqIiIiIiIiUUEDVBEREREREYkK0ThA/XOkA5AKS7kjwVLuSLCUOxIs5Y4EQ3kjwaowuRN1iySJiIiIiIhI1RSN36CKiIiIiIhIFVTsANXMGpvZe2a2w8w+NrNkb39dM1tpZtnezzre/ivMbK2ZfWdmowq1lWxm2712RhbRZ1cz22lmOWb2UL79nc1ss9fGXDPzuwqxmQ336jozq1foWLyZZXoxrCru+UvwIpQ7s8zsoJltL7Tfb59+6gfMHe/4v5vZSTPrE8w5kZKJsty5w6t72swCrn4XqJyZ/dR7Lv8ys/Rgz4kUL8ryJs3MPjGzrWa2yMxqB6gfML/MLMV7PdppZl2CPS9SvCByZ4D3u91mZh+Y2S/yteX3M4yfPu/y2s02s7vy7X/SzPaY2b+Kibmd13+OmU0zM/P2/8LL621m9qaZXVTW8yOBRUvumNn5ZrbMe9352MwmFVE/UO4sMN9n5Ewz+9zMMsvrPMnZoiV3vP1vm9kWL47pZlY9QP0yjdFKzDlX5AbEAW29xxcCu4ArgVTgIW//Q8Bk73ED4N+BJ4FR+dq5CtgOnI/v9jZ/B5r66a86sBv4GXAusMXrrxqwB2jmlXsMuCdAzG2Ay4DPgXr59tcGdgCX5sVa3PPXFvwW7tzxyv4H0BbYXmi/3z5Lmjv5cvN/gLeAPpE+v5V5i7LcaQE0BzKA9kXE7LcccAFwPTAESI/0ua3MW5TlzS1AjPd4chGvOYHy5kp87381gMvxvS9Wj/Q5rqxbELnTEajjPe4GrPce+/0M46e/usCn3s863uO89n7pxfOvYmL+0CtrwHKgm7d/A3CD93gg8Hikz29l3qIld7zXqxu9MucCq/NyoqS5U6jMM8CESJ/fyrxFS+54xy7yfhrwOtDPT/0yj9FKuhX7Dapzbp9zbrP3+DiQBTQCEoG5XrG5QC+vzEHn3Abgh0JNtfBO5DfOuZPAKuA2P11eA+Q45z51zn0PvOb19VPge+fcLq/cSuD2ADF/5Jz73M+h/wTecM79b16sxT1/CV4Ecgfn3PvAYT+H/Pbpp36g3AG4D99/WuVNiEVT7jjnspxzO0sQs99yzrkTzrk1wLfFtSFlE2V5s8KrC7AOuCRA/UD5lQi85pz7zjn3GZCD7/1RQiCI3PnAOXfE25//9xvoM0xhXYCVzrnDXjsrga5e2+ucc/uKitfM4vB9oFznfJ8I5/Hj+1oz4H3vccDPSlI+oiV3vNer97w+vgc24+d1p5jcyStjQF9gfqlPiJRYtOSO1/Yxr0wMvsGnv0WKyjxGK6lSXYNqZpfh+4ZpPXBxvhfQ/cDFxVTfDnQy33S384HuQGM/5RrhG4Xn2evt+xqIyTcFqk+A+kVpBtQxswwz22Rmvy1lfQlSmHKnKKXtswAzawT0Bl4sZb9SRlGQO1IBRVneDMT3LUVpBHovlBALInfu4cffb0l/b2X9/Tby6vir/zE/fji9A73mhU205I75Lim4FXg3QP1AuZOnE3DAOZftp76EQDTkjpm9g+9LmOPAwlLUL48xWgElnh9sZrXwfXs00jl3zJuuDoBzzplZkcsBO+eyzGwysAI4AWQCp0rav9dHP+C/zKyG106J63tigHbATcB5wFozW5dvxC8hEOnc8dNesX36MQX4g3PudP74JbSiLXekYoimvDGzccBJ4JVg6kt4lTZ3zOxGfB8Urw9roEUbCEwzs/HAEuD7CMdTJURL7njX/s0HpjnnPg2ymf7o29OwiZbccc51MbOa+N6vOuP7JrQk9cpjjFZAib5BNbNz8J24V5xzb3i7D3jTBPKmCxQ77dE5N9M518459x/AEWCXd4Fw3gXZQ4B/UnDUfYm3D+fcWudcJ+fcNfimr+zy+n/Hq/9SMSHsBd7xptx97bXxi2LqSBmEOXeK4rfPUuROe+A1M/sc31+GXjAzv9OEpXxEUe4Eim+2V/+tYOpLaERT3pjZ3UAPYIA3la40eRPwvVBCo7S5Y2ZXAy8Bic65Q95uv783M7s2X+70DFSuiNiq56v/mFc2//TN/J+VPnHO3eKca4dvkLG7dGdCSivKcufPQLZzborXV4lzxysfg++ShgXBnAspnSjLHZxz3wKLgcTyGKMFzRV/Aa/hm58+pdD+NApewJta6PhE8i064e1r4P28FPgEqO2nvxh8F+1ezo8X4LYsVL8GvmkLnYuJ/XMKLpLUwqsXg+9i8u3AVcWdA21BX/wd1tzJV/Yyzl6wpMg+i8udQsfmoEWSqkzu5DuWQRGLJBVXDrgbLZJUZfIG33U9O4D6JYy9QN4ALSm4SNKnaJGkqMkdLy9ygI6Fygf8DFOoXF3gM3wLldTxHtctVKa0iyR19/bn5W417zkNjPT5rcxbNOUO8AS+wU61YHLHO9YVWBXp81oVtmjJHaAWEJevrQXAcD/1y22MVuy5KcHJux7fhbJb8U1zysR3Pc5PvQCy8a1wmPefIxbfN5XHgKPe47yVoVbje8PeAtxURJ/d8Y28dwPjCv3CsoCd+L4GD1R/hNfvSeBL4KV8x0Z7MWwvqg1tZd8ilDvzgX34Fj3Zi7eKWKA+S5M7+crMQQPUqpQ7vb1/fwccwDcLw1/9gOXw/cHjMPAvr8xZq+tpq3R5k4PvWp28OKYHkTfj8L0P7iTAapzaIpY7L+H7Zj2v7MZ8bfn9DOOnz4FenuQASfn2p3o5cdr7OTFA/fb4PsvsBtIB8/Yne/3vAibl7ddWuXMH37dZDt/n5Ly27y1N7njH5gBDIn1eq8IWRblzMb7Vv7d6efEc3ir0fuqXaYxW0i3vxUxEREREREQkokq1iq+IiIiIiIhIqGiAKiIiIiIiIlFBA1QRERERERGJChqgioiIiIiISFTQAFVERERERESiggaoIiIiYWBmE81sVBHHe5nZleGMSUREJNpogCoiIhIdegEaoIqISJWm+6CKiIiEiJmNA+4CDgJ7gE3A/wGDgHPx3Sz9N0BrYKl37P+A270mngfqA98Av3POfRLO+EVERMJNA1QREZEQMLN2wBzgWiAG2AxMB2Y75w55ZZ4ADjjnnjOzOcBS59xC79i7wBDnXLaZXQs85ZzrHP5nIiIiEj4xkQ5ARESkkuoELHLOfQNgZku8/Vd5A9PaQC3gncIVzawW0BH4q5nl7a4R8ohFREQiTANUERGR8JoD9HLObTGzu4F4P2WqAUedc63DGJeIiEjEaZEkERGR0Hgf6GVm55nZhcCt3v4LgX1mdg4wIF/5494xnHPHgM/M7A4A8/lF+EIXERGJDA1QRUREQsA5txlYAGwBlgMbvEPjgfXAP4D8ix69Bow2s4/M7N/wDV7vMbMtwMdAYrhiFxERiRQtkiQiIiIiIiJRQd+gioiIiIiISFTQAFVERERERESiggaoIiIiIiIiEhU0QBUREREREZGooAGqiIiIiIiIRAUNUEVERERERCQqaIAqIiIiIiIiUUEDVBEREREREYkK/w/4AL+I8LU7TQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zscoredf = df.ta.zscore(length=30, append=True)\n",
    "zcolors = ['maroon', 'red', 'orange', 'silver', 'silver', 'orange', 'red', 'maroon', 'black', 'blue']\n",
    "zcols = df[['-4', '-3', '-2', '-1', '1', '2', '3', '4', zscoredf.name]].tail(recent)\n",
    "zcols.plot(figsize=ind_size, color=zcolors, linewidth=1, title=ctitle(zscoredf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# New Features\n",
    "### Archer Moving Averages Trends\n",
    "Archer Moving Average Trends (__amat__) returns the long and short run trends of fast and slow moving averages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1165c3a50>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x25.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "matype = 'ema'\n",
    "fast_length = 8\n",
    "medfast_length = 21\n",
    "slow_length = 50\n",
    "\n",
    "amat = df.ta.amat(mamode=matype, fast=fast_length, slow=slow_length)\n",
    "machart(matype, fast_length, medfast_length, slow_length, last=recent) # Price Chart so we can see the association with AMAT\n",
    "amat.tail(recent).plot(kind='area', figsize=(16, 0.35), color=cscheme('gr'), alpha=0.4, stacked=False, title=ctitle(f\"{amat.name} Trends\", ticker=ticker, length=recent))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Archer On Balance Volume\n",
    "Archer On Balance Volume (__aobv__) returns a DataFrame of OBV, OBV min and max, fast and slow MAs of OBV, and the long and short run trends of the two OBV MAs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "matype = 'sma'\n",
    "fast_length = 10\n",
    "medfast_length = 20\n",
    "slow_length = 50\n",
    "\n",
    "aobvdf = ta.aobv(close=closedf, volume=volumedf, mamode=matype, fast=fast_length, slow=medfast_length)\n",
    "aobv_colors = ['black', 'silver', 'silver', 'green', 'red']\n",
    "aobv_trenddf = aobvdf[aobvdf.columns[-2:]]\n",
    "aobv_trenddf.name = f\"{aobvdf.name} Trends\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11676fe50>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x25.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "machart(matype, fast_length, medfast_length, slow_length, last=recent) # Price Chart so we can see the association with AOBV\n",
    "volumechart('ema', length=5, last=recent)\n",
    "aobvdf[aobvdf.columns[:5]].tail(recent).plot(figsize=ind_size, color=aobv_colors, title=ctitle(aobvdf.name, ticker=ticker, length=recent), grid=True)\n",
    "aobv_trenddf.tail(recent).plot(kind='area', figsize=(16, 0.35), color=cscheme('gr'), alpha=0.5, title=ctitle(aobv_trenddf.name), stacked=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Long Run and Short Run\n",
    "Long Run (__long_run__) returns 1 if fast and slow averages approach each other from the below or both are increasing.  Otherwise returns zero.\n",
    "\n",
    "Conversely, Short Run (__short_run__) returns 1 if fast and slow averages approach each other from above or both are decreasing.  Otherwise returns 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "matype = 'sma'\n",
    "fast_length = 10\n",
    "medfast_length = 20\n",
    "slow_length = 50\n",
    "\n",
    "machart(matype, fast_length, medfast_length, slow_length, last=half_of_recent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11656b810>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x18 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "maf = df.ta(kind=matype, length=fast_length)\n",
    "mam = df.ta(kind=matype, length=medfast_length)\n",
    "lrun = df.ta.long_run(maf, mam, append=False)  # Long Run of Fast MA and Slow MA\n",
    "srun = df.ta.short_run(maf, mam, append=False) # Short Run of Fast MA and Slow MA\n",
    "                   \n",
    "srun.tail(half_of_recent).plot(kind='bar', figsize=(16,0.25), color=['red'], linewidth=1, alpha=0.45, rot=45)\n",
    "lrun.tail(half_of_recent).plot(kind='bar', figsize=(16,0.25), color=['green'], linewidth=1, alpha=0.45, title=ctitle(f\"{maf.name} & {mam.name} ({lrun.name}(green) & {maf.name} & {mam.name}{srun.name}(red))\", length=half_of_recent), rot=45)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross\n",
    "Cross (__cross__) returns 1 if two series cross and 0 if they do not.  By default, above=True."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "machart(matype, fast_length, medfast_length, slow_length, last=half_of_recent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11655c310>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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X0ZknF1un2TftunW0UC9NuiAi49E4/nEIIX4HtNX8/F9stP40tGPiGbTR9jqwUERWjuIky3/Nwno7OiNqITpL5DIacXx+dL1jm9lmdoBO+X49hPAgOjtl55Lz8+U0038qhPBiCOG3aKd7N30I4a9m6425Tut2yp7jJIE3Wp0hQQjhcXRRh3an/dTlWWCVGuf9Aa38AbqQD1pZfw4ghHBZCOEt6OIcw4FsBcuF2EIM0W9MCOFPVYGJyFvRXvZ3oyPHXxJbrdEqFvsA29mo25/QEYL1m1X0Y6yS9TlghYKK/rfQxsNjIYTncrb1SvgFPAqsKrb4hzGXrlMBYx5GKy8ZXdLImI6lkRFPsR6LLvhxBrC0NZruoPsUvyKep3uDLZ5u/SzwvVy6TwghHBmdsybFi8OATskeCWCjbDug05e/A3zGKut5nkVHeoYXHIupjKcQwq0hhO3Rhs1T6KJg2fUPy93TWBtpL0V0ivlHzP7D0FGSlYvODSG8GUL4ETrSX/tTEEFnXJyBNnxm5A7/AL3fySGEu3O2CdpoXT3Ky59BOyXeWjf8Ap4Axkq0Ajit5eWMOE9NR9OuCzbq/U+6jjYtE/3/LPDJXLqNCyHEU8er8mIhuTxY6R97isXjnejoX35K+qN0nV5ZFc9dsI6P94YQpoUQVkEbJffpxItwsZXZCSGE3SrCei40Zvx8P4SwQQhhCbTTbyb6zi0hhJnR9brkwxKymTZdTK66ndx2S2kiImPQ2R1Po7MYYrrct3UgDKPxek4lIYSzQwirhhCWRtefeBP4VdBZLlmcZKON+bAmos/VR+1az4QQdgkhTAkhbIp2AGdxfHh0vfw03CIezkyMzW1yflxOH0ffXa+rH4GWzbiDpuWy5zip4I1WZ1AiImuIyFGiq2gi+r7l/tR7t60n3AhMF5EjbbrRJBHZqOC8q9Fpmlvb1NBj0J7fe0RkTRHZRkRGoz2v2cIloCuIni62ZL/oJwx2rzLIHtLnAh+0kdGb0AWPsk+e7IVWUtcA1rHfmui038ppjSLyGRGZLbrM/yS0Qfx4VunKsGlh26CN5jw9CX+YVY5G6qaMsfgk6DTUR4ETbf8+dt2ikWDQBtxW0fbN6BTt/UQ/efIOdPGOW0r0o9HVZ/+Cvk+9Kzq9qyk23e564JMiMtYa6/HnNG40W95hUwVHin62KH6ndSt06moRtwCbiX5fdSQ6pfVutML0WonmbnSlzNNFZJzZ9ZaC80rjSUSWFZHdrOPgX+giJXFe/rjY1GQRmVwwA6AL1oC+AJ1W/GQI4QH0XeBzKzRvQfNWZcND9N2xDUQ/YzMGnSb8N3IVaWtc7Yp2wuTZHG0YbkAjL89By3uzvCwW7ijbHiP2nqiNWN8AnGppsQU6/bps1dQ7gA2l+6ejjhSRaaLv4x6PTocu4iF0dHi46Aq38buP5wHvF5ENzeYJlsbjze6xdt/dPgfSAqX+sQfXxOxbAV1E6PMhhPMKTrkEOEpElrPnx0eIVrGN8ocAIy2dxI4tb3l+mIhshk49PrnCnEuAd9nzanF0oa84rHWtTC2Gvhv+dAjhexX3NtJsGwaMMNuyet61wNIikqXrfmgDrazB+zy6ynhG7TSxfPdtdBruOws6xS4D5ot+fmg8OkL9rRDCa6YfYfcxHBhu9zHcjo21Z46IyIpoJ9gX8s+ciGuBdURkvl3zJLQj4Sm73izLw6NF5BD0OfXFkmtln7QZgzYYh5ltI+C/7+beDZxg+WQ28DbURxbR5Zljz8lr0JkMEyyvHp7pRWRvEVnN7n0q+gy/1/xDxpaUPwccJ23CAFgNyn/+6+0fOmXparQX+FX7+3Vgkh1fQMGKkLlrbI2t5Jjbfz7w5Qrd2uhoTPa+7DG2P7968N7oogmL7Pw1bf86wL1oheBvaINlGTs2HK0sPGnHnwJObXIf56DvIsX7pqKNq23RyuWnC3TvsHgbXnHtr5gNr9j1bsJWlMRWBS3R/Xe13x6Gvz3aEx3/7oyOr4w20F+3uN62SVw9AKwfbW8F/AKtfN0LbBYd67JKre37EPrJn0Vo5fNb2KqrRCu0RucvpLEy9FS0EpOtHvxZ4Pbo3DXt+AtoY/J7wNpRfn8WGFlxb1uhFaqX0FGTM9EK2svo6H2RZoblv79a+n7B9udXDy6MJ3Qk5se2P8vna0S6BegKsC+h7zGXrn5s5x9j4YyI9o1BF157Z5Qu/7A8mS2u9sEaPuMktGGblbvvA5vYsW4r6ka6/672i/qGqwrO2czyYOmKtjRW0Y1/T0XHs0+gvIpO09yvyf1cR7TCNF1XD16ErjI6pihvou8p/sri4iLUl54cHd8FXdhrkeWlq7BVutHOwaublNln8vddcF6hf8yXG9vuslou+r70bSXhn2px+0r0WxQdH4Y2Bv5u+eBTRCutW/7Kp9PmdmwbS5vX0FGz/Wvku2NQn/ESuqLzqOjYt9Cy8yK6qNeUJte6rMC2A6PjW9NYcbmLPyu41l6oT1kEfLhZmuS021nYr+XiedPonIPQMv+q5dV4Bd/TCu7jBDu2BPpazKvAH+3c0meEad6K+ojX0XI9PTp2FOpTXwV+gi6AWHWtwwtsOz86vgLaafQKuRXkS66Xf+ZMRsvbyxb/J2T5D/gwOmsku/crcveyKfDzZnnOf/5L9ZcVBMdxnCGPiOyMfu6icsSvQ7Z8Dm3kHFbj3LPQxZBKRxydoYXoNOrzQgibdDBMQRtDB4UQHutUuI6TKr35zBGRG4Bzgq5d4DiDDm+0Oo7jDABEZBY6kv4IOtL1HfQ7rmVTyxzHcRzHcYYE/k6r4wwCpOvKlPGvxwsySNdVKuPffr1h+0APv4NMQt9rfRWd9vWpodhgtXfmitK7xytiisgdJdeuszJoj+nv8B3HcRwnVVoeaRWRC9BFKP4cQujrlVgdx3Ecx3Ecx3GcIUw7I60XoYuoOI7jOI7jOI7jOE6f0vLHzkMIPxaRGXXPX2qppcKMGbVPdxzHcRzHcRzHcRLi/vvvfyGEMKWvrt9yo7VVZsyYwX333dfXwTiO4ziO4ziO4zj9gIj8ri+v3yeNVhE5AjgCYPr06X0RhOM4jpMKRx9dfuzMMztnhwPA0XeUp8eZ8zw9nAGC+w3HcSL6ZPXgEMK5IYQNQggbTJnSZ6PEjuM4juM4juM4ziDHP3njOI7jOI7jOI7jDFhabrSKyBXA3cBMEVkoIof1vlmO4ziO4ziO4ziO097qwfv3hSGO4ziO4ziO4ziOk8enBzuO4ziO4ziO4zgDFm+0Oo7jOI7jOI7jOAMWb7Q6juM4juM4juM4AxZvtDqO4ziO4ziO4zgDFm+0Oo7jOI7jOI7jOAMWb7Q6juM4juM4juM4AxZvtDqO4ziO4ziO4zgDFm+0Oo7jOI7jOI7jOAMWb7Q6juM4juM4juM4AxZvtDqO4ziO4ziO4zgDFm+0Oo7jOI7jOI7jOAMWb7Q6juM4juM4juM4AxZvtDqO4ziO4ziO4zgDFm+0Oo7jOI7jOI7jOAMWb7Q6juM4juM4juM4AxZvtDqO4ziO4ziO4zgDFm+0Oo7jOI7jOI7jOAOWthqtIrKjiDwhIk+JyP/0tlGO4ziO4ziO4ziOA200WkVkOHAOsBMwC9hfRGb1tmGO4ziO4ziO4ziO085I60bAUyGEp0MI/wKuBPboXbMcx3Ecx3Ecx3Ecp71G6zTg2Wh7oe1zHMdxHMdxHMdxnF5FQgitCUT2AXYMIRxu2wcBG4cQjozOOQI4wjZnAk+UXG4p4IVWje6Brj/CHOy6/ghzsOv6I8zBruuPMFPR9UeYg13XH2EOdl1/hDnYdf0R5mDX9UeYg13XH2GmouuPMKt0K4YQprRxzXqEEFr6AZsCt0fbxwPHt3od097XSV1/hDnYdSnZmoouJVtT0aVkq8dN+rqUbE1Fl5KtqehSsjUVXUq2pqJLyVaPm779tTM9+F5gNRFZSURGAW8HbmzjOo7jOI7jOI7jOI5TyYhWBSGEN0TkSOB2YDhwQQjh0V63zHEcx3Ecx3EcxxnytNxoBQghfAf4Ti+Ef26Hdf0R5mDX9UeYg13XH2EOdl1/hJmKrj/CHOy6/ghzsOv6I8zBruuPMAe7rj/CHOy6/ggzFV1/hNkTW3tEywsxOY7jOI7jOI7jOE6naOedVsdxHMdxHMdxHMfpCN5odRzHcRzHcRzHcQYsg6LRKiLSoXAmdDK8KNy2whORttO3B2EmkRYdtLPH9iWU31rS9WfcdDpO+4PBmm96Sk/Ca0Xbbj7tdNnvT1/THwzktKgKvxO6dhmM5SJVUnp+t6NLIe1TqfelYmdMso1WEVlRRNYACCGEuhEnIruLyJlthLcrcLOISIvhzRaReSIyybbr6qaJyDTQ+2vBzuVFZIbp3qyrM227cbqhiGzahq7TaTFVRCZndrYQ3shWbYwY16ZuUvZPi/e4mYjs2WpglkdPz8JrQbe0iCzVqp3G+Ny16vqjxUVkeBRmLZ2ILCXW2dFinK4uImNq2hbr1hWRDdvQbSsi725VZ9rdRORCaDkd23oWiMhkERmRhddCnHY6LdqKF9OuICKrtGorMDk7t5V8CkzI/mlR1y5t+RrQuGknQBGZJSIrtaHrqH+jfV/Tkw7jVMpUp8tFW2lhtrbr35Lw/T3w++2mIUC79aKxORvqhjmlDQ0isoqITKx7fqRbT0Q2b1VnjM5dq669nfb9SdRPu9BfH4jtyQ/YCfglcCvRR26xhaUqdDuabq8Ww9sBuA94Bji5Bd2uwGPoSsv3AMNr6nYDHgGuBC4H1gVG1NDtCTxl8XITsCEwtq/iFBA08y4CLgN2HMBpMR/4FXAVcA2wRAvhnQCs1EY+3QG4BTgT+EgLurcCPwC+AHysBd0edo875NOpiW4e8DTwPWC1FsLbCXjA8unX6oYX3eNtFrcnRvuHNdHtDvwC+CpwXgu27gj8DLgAOLcF3XTgTeAoYPEWw3sQWKvFtNgdeBTYtRVdlN8eA+4Htm/B1m2BA1u5vygNfwycB3xhAKdFW/Fi2p1RX3wbcGsL6bgTcBfwmTif1tDtAvwI+BRwUrS/WbnYEti82XkladiyrzHtGpYeh7So2wl4CFi9RV2n/Vu7vqat8hSlRwplqtPloq206El69CBuOur72/Vv7aahnbM98E3gE8DeLYQ5D7gR+CSwfwu69YF/Afu0aOdOwMPAii2m/R7A48BWRHXvmmHuAFwBfCD2jTT34Z32/UnUT7tdp5WTB8IP2Bp4Atjctr8LzKqpPS0rYMBSwHrAVGBMhWY7C29jYI45zUk1wloFfYjMte1v2zUqG67ASsD/AWvb9llo424XYHSFbgm0wblBdK/nmiMsvb+exGmW2YCrgc8DpwI7D8C0mAb8FNjYti9FOwPWbqLbGPg3cB1wNC00XK1gPw7sA7wduDCL3ya6HSy95wN7A1/PHS90TMBiwPXAZrY9BhhV08770Q6PC4AP1by/jc0BbQ+sCnw9tq3MTju2kaXjzsCawB3A1TXucTW0srsNsBz6regbgQlNdNubrTuhFe3LgXE1bV3a0vFO4CPA5Bpxsy3wHLChbY/OHS+zc7Tlza1sewL1O1fmWdzsCBxH1BHQRPcWtGL2XWA/albOLE4fRzvY1ge+Bbyjpq6TadFWvJh2XbTCs6ltX1EzzHXQyuBW6GjEXWhDZGyT9F8LeBL19VugFYpbauSbrSwN7wY2rYrDnK4tXxMdnw08C/waeHfNMLcDfhPF6ciaZaPT/q1dX9NWeUqsTHW6XLSVFr2QHgPe99O+328rDe3cHS1eDkQbrWcD02va+rClw4nAZ3PHqwZItgZ+C/wdeGcclxVxugPaCbCFbQ+vEx6wDNrBlcXNqNzxZvntN6g/3QOt93+uRpid9v1J1E8Lr9WOqL9+6MjevCgTTgdeAL6BOuo1m2SM84Ej0WmJPwVusN+RmAPMnT8GeF+UeWeYg1hQw9Yl0FG9zYDJwF+Ba9GG5a75AhTplrTz1rDtkWbrV4AZZfdntn4PmB/t+yDaY7tOhW54T+LUjn0EON5+n7T4XFCko9HQ/UbdtLB0H2tpkWX6VtJigsX7htG+T6MjhJMq4mYjYH/UMXwBfSislL+XAlsnoR0Gu9m+8Xa/hwv4QSsAACAASURBVDXJ24uhnRTb2L4N0Yf8+4kqWyXhjrb4WwNYHu09vRJ9uI/N6yy8qahz3Mr2bY1WftarEafbAKfY/zOB31ucXlhlZxTOqdH2/sBfgCubhDkFHSVfJtp3OXBTWZiWb46L7nEOOkr/ceDMZrbasaPRB9B3gcPQMr1mybkj0Z7524AV0LJ/kaXr+U3ScISl17ZohemHqKO/DetEKtFNRn1bVoY3BJ7P8lHFfQ1HfdG+6MPrUkuLxcvstHwzDi3ne0T7jgeObpK/x3cqLSy8JdqJl+gac4Ev2v/Lm/Y8S5NxFekxFzg72t4Qrcg2y98rAxfl9t0Z5+8CzWiLhz1R/3grWnGqqlj1yNfkrvVhtDw/aXloJQo6EqP0Pxsts6PQZ91ZlpdOalI2Ou3f2vE1w9DytA81y1O0fywtlqlI1zH/1k/louW0sH0t+7eexI3l0Y74fnro39pJwyjMm2jUbaYA36ditNV0S6KDG9vZvi3RUcUDiOqsTfL5e4EN0Jl9u1DSyKbh364Hvmz7pqLl6yNYo7cirPFm6wS0nnktcA5wcY1yvA9wrP0/Ei2HT2RxXRHmykR1J9vXzPePtDw5n5q+33QTabF+audNomf10+up6b8r7ahz0kD6Ya1z9KF3GtazBHwOuLOJdgO0t/USGo2qfS3yZpRoRtvfEfZ3dytsqzQJa7Jl2OvRxlWWkT8K3EzJCCE66ng26iy3B0627XOAS5uE+U60B2u1aN+nqzJ+QcZqKU7tvLdh0wusMPwTOKaJZiO0d6d2WkTaka2khZ17EvAuuj6wLqf5AzMrUNuho8nHYw3XqkIWFc7htv0uakz3whwx+nC4Dfgs2vN+A80d34noQ/lzqBObiPbW31ojvJFWpj4FHGz7SmcFoNNRfmX581m0x3U1tOPk2iZ2bgP8AZs+ZdpD0IfDfrlzs06OERYn59F9+tQd2MMpr7P/s46JSZbmZwCz0IfCtSXhDaPRk/sl9MEwDp2a/h9gXkV404H3oL3Xz6GVyk3Rh/tVJeFl+eSdaGfTl4DDbd/ngdsK4rHoHjM/dZTF6wiqGzDjaVRSDkDL4wE06eVHGyfLR3E0n2i0vCq8umlRoB0GfLlZWpSEl/mMWvFi585GR3XORqeXHmfx9S3g9grdOmbbtuhz4ER0qtit2HOgRLeChbdhbv/NwHEVusVpjDodjb6OsgXNZ/W07WuyPIuW2c0sLzyH9vrPrdDMRWfkfAkdkfiE5bcbiRpZJdo+9W/0kq+h8cxoWp5y2lXRkcTMjtIylQ+zbpmih/7NdGtZXj6LJuUi0gk6m+peWi8XWafcbs3Soqj804Z/i+61VX8zDW1cXUkT31+gPRT4EDV8f3x/Wf62v3X9flu+zbTr2n1mz5oTgA/XiM+l7e9Ui8svovXhy4CPVugELb93ojMY1wBeQX3NimX3iY4Knm/x8ShWt0WnNX+wIrxJptserT8fRaNuc02Te9wHWAjMtO1T0LrAxdhMv4KyMRx9nt5GDd9P17I/Ncrfrfj+WaivyXxA3frpEvZ3cZo8M+het/kEOqpb238X2tDKyf31Q0dyuk3rIOd4UOe3Qk43OdpeBjgWdZzvi/Z/m67vYxaGF13jPBq9DcMqwlsyOn+LaP9tcQYu0G2B9gpdClxi+8bQfSh+ayuI77ZrrAh8DX0QrB6ddxPmMEq0c7JMViNOY91aUZycgRbyZ9AC+mmi9yvyOtSpHlcjLbYG/td02ZTpYVG4ZWmxPeoUjwNWRxvJN6EN46zgjUYd5tgS3Tq5uNgBfYgcYTZ9NXd8E7NzLrBk7tgC4Fv2/77AASW6zLGPw0b4bXtz4KyC8N5luomWbx5EO0riEeEbY3ty4S2bpb39fRfaeza+IO9vYveeTXlfF51mckl0zmL5OC3RLkCnp3wTfT9C0MbaETndsrnt/dDpfptH+1alu8NcNvo/u7dRwOxcWb6YaIpiTpc5243Qis4MtIF+P+p0J1XYOd3yUJy3l0M7aoZX6LZAHwC3Y7MKonK4csU95ivgu6LT76bEcWD/bwAcjFYiJ+d0B6EVux1QX3lGTneI6SbmdDsB34+u8aES3eJRWsxpkhaxnUvavo1rpEUcXr4clsZLPkzbnoVO1bwsvme0cjClQrc/Wqn+JlbpRKfVHZMLbzN0dknmww5DO3Rm5uL25ALdB9AOoMVzx44x+1ZFO0E+Gh1ry9cU+JvlbN98yytT0cra74l8W0GY49Cy8XXg/dE5W5KrNNF5/9ZjX1NQ1krLU5G2hTLV3/5tfeqVi7zuUOqVi7jsD6PxTmtlWhRoW/VvPfU3Y9HRx/+hue+Pwxtv2019P236N9r0bbZvLjqbY2m6T5c9DhtBt/B3LNFljauJWMMfbbC9E/hkQXh7mG6i7Xu/7V8C9TWLgD3L7LTtDdH69vttewTqY/P+9L/h2fY+6Oyvy2gMlE1Ay1N+yvdc1A8uHdn5JzSf/RD1eV8G3p7TLZXbfi/1fH9eF6dxle/vostdYwHl9dOl8mGh7ZFNov1F9dO8nfPRMnwdFf672a/WSf35s0LwJtpDWnpjaCXh5zQqRbEujvTV0MbT5agD3RsdCV2hbnjAx9Cem5ElduYL/OHoNKq1UOf7S2yqS5nOCpdEmeTdaOEbY/t3Rd8POBFtIF6A9kZtiU4lPhV96O6PvqQ/OWdrpv2UaafWjNO8blka07CeRacaC9o7tXSFbjxasJqlRV6Xj9uitMgWCDoS7dU51fbvhjZcj0SnURyAVoImFujOJJrCGl17FvATu9f1ov27oA32r6LO6kLs/WI7vh3a0M0WklqtQHex6TYqCPd9aIN+tMVvrLvUdCugvdi/Rh/Oy6EO6F5gsYrwNsiFdSHaaSIl93eZnZM9/L5DYwrTIehDc0IT7TS0gbsCjR7bj6E9k2K/PdCycXTOvsMtDvdCK8CHou+BZw/FbjoKFjKz69zRRCfog/1Z9EGUvVd1PY2KTZmdi9F1EYd3NQvP9s9De5WPQSsae6LlIq6YF9qau865aI9/XFHaBR0hvxDNTwfn4wfNow/ZPa/bRJdVfGeiIy+7oPltVoHu2kxXIy3KwtsIbRiVpUVheHTt0OoWLwXa6yPteLQzcCvbfhua/xZropuG9khnnWzHoGVgOJqvdkR91+fR6Yc7R+f9AXhLVPZvpVH2Y93tkS5O5wVomfsdjU7JtnxNhXYuOh31D5YeW6EdhL+g8cwo8lNroA2R0VGY77f06i//1pu+Zlju2t3KUx0t5WWq3/2b2TmG6nJRFqfLUF0u4vJ0HY3ydERVWvSRf2vF38S2LkG17y/T7USF76dN/0abvs327W5xcAVafzqJrg2rQ83e7U27UoHuRtN1WysFnbJ7IY06b5FuOupfnkT9zRbA2qh/m1ygu9l0S6Mjp3H98KNoXbIovEw3Ea0/v4otHIT6nJ/QtW5TpF0MHTmdRWME/GTgvTndc8Chubg4Gm2QZ6/B5X1/N53tj9N/Ad19f6UO9atF9dMiXZGvyddPy+5vPxrvQ3fz33V+PWpQ9vXPEv+LaK/VVeiDJt+zNB6tKD+C9TKW6OKG63JoT/WFaAGfWye8KIFHogV92Zq6LdCe5ZvQ9zfXqmNnlLHeiTrY7P6mo5WcLGOvgTqwGba9NjoMf5NlpPhBWaS9hmhKbkmcVupQp7h1dI2RNW0tS4tm4UlJWqxo972lbR+AvlfyFvRhOROd4nszOmVnnQrdBaaLR4T2RB3ZrFw6nYz1TlkYR6IN+WxhrHXRRZ3uyV2vTLe+7RuF9gw+EIdZoPug6ZZHR6e/gL6n8GOiVQybhWf7Dzf9mArdB0w3Hc2ff0MrHr8k6u0v0X4ojhvbfyiax7N3uZdHG8PHoU483xO/NzqN6ttox8razXQ0yu8Ys/lBGhXBZuG9D9gl2h5TI7y44noI2gFTN7yt0I6uS9CH1trRscp7jO5zC3T6V9YpMwct09kiIdlDeHRsL5rHX45srdTZvhloBfVBGj6jjq4oLZrZWZYWzXSF8VJTe6il3yVoWZxToftp7h4zH76QxhoB66BlJWuYnmrpOdW234ZW2K5AG6hzKnTHoB2HS0Rh7gm8SLXPqOVrmpT/WfZ/nB5jK3SZn4o7/Bbkw6zQ9bp/o498DSXlqQU/NYPuZWrA+LdcubiUruWiys6sk7KoXBSVp/+jUQ4L06Iv/VtF3BTp7qL7SFze91f6DNT3f4Sc769hZ7t+v9C3RWn0RWAn294GnQ58Do0psNuho54/oVG3rdKtHpWRwy3MNSt0J5puXeB0osU+aUyPrtLFr8sdWiO8k0w3Hq1HX2Pb99aIm0wbN+oPQxuQ2X2vgnbsnYrWB/MNuyPQjoW87y/V0bUBOp/I9zfRZZq55OqnzcKzv9l7tQ/UCc+O74V2uHbz33V+/d4wbWpgoxBMRx8+J9N1RHIS2ku7Rg1dforsSLqvXlgZnh0bTm6V2xLd1Oj4OPR91althLderhAMt4SPKwdXkPv0ANrrMa7A9iLtQdH2YqijXqONMIfTtbJepjs4pxtB196wpnZmhY6ujathNJzDkmgv5VUWrw/T6FkdQ9fR5zLdiabLGs+zKF745XS6LuG/FFph+rr9Pxdd/W71FnRLoI31m+neECzSfdB0I9GpLBML8lJVeNmUokl0n9ZVGp5tb4lWJrutsNwkzCXR6VQfi+PV0uOtUZz/he4VptFoj/3UFnXT0Wnls1rRxfmbru94NQtvGbQS0U54Y+k+xa2udjxdO+sWQyssca/szUS+xfbNy9naVIdWUu+i62sJdXQrFqRFmW7NnJ35tKh7f+Po3jnYNEz0PbB1iFbKrHmPE9DKUnytkTQ6tJZFe6WvQyuOZ5tmKtqpt1wN3YWmm2HnLKCez2jqayq0HzBtNlV4WJweNcv+yuh7TflGcsf8G33oa+zYWwvur06Yy9G9TA1E/zYLbVBMb9HOcXQvF3XK4Vh0dC1fl+pt/9Zjf4OW0bzvrxtevo7Sln+rGafdfFt07EKiqfvooMgJaOf/CHSE9Y0CO6p0oyzP/JzufiqvmxvpsjJc5GuahTcL7RxoFt7aaOPzeNteHh2xXa5m3HwiCnM6OjU4Tv/hNBZc2w7tXMo37KaiM3WmtagbhXYEzW5RN4eoYd2CbnW03dJqeGNRP9zFf9f5tXRyf/9oNOw+adt7UuO7ayW6pq37XtZVfl6lQjcnd05+CmA2Pe8cGkuBb1sULy1ol29Tl3/nrq5u1TZ1qzTRrQvsHm2fSMEL/zV0nyjS5TST0V6jeArVHHSaTtYYLnovu46uaGXrMt3VVHz/sE54Leq+VaVr4R5HRcck/z/6aZz/VnzQd41K82kT3cQWwjs20lW9u1YVXn56Ulv31xtxQ2MGRFamfkhjdfTZdG8g19Ll82kL4Y0kNypZodss0uXfva8bXrf3elrQ5t8draubkEu3Ybnr7IxNHUMrPZdh0/Vy5zXTXUJjml+3hTho09dUaNeifb8Rh1n0fmlH/Bt972uW6UGYY+K4aUHXaf/Wrq7w3Tz6tgy34t96w9+MKkqLVu+xA7rSTwGhHWHXAAdG++ahryZk64N0e5WuQndbpOs2LbREtyM66ly6gFbN8IpWNi/T3VEVXgthxgMv3RaNQkdoH8RW70Ub1/n8Vlc3nopnTZkuHzct6io/r1ViZ+13WLtdr11hp380ppRMRx9Ad6LztisbrSW63yaia+X+jrOCvQs6nabOd7OKtHc307YbZqd1Bdc5nRa+05jTnVRxPJtisQk66nFcdOybmEOLnUkf6wq/7ddpXU3tAUX3mLtG9sBdE51Kdis6Vad0EZMK3f1t6toN776+Cq+HtmaLS1yNPnj3RKfzlS7WUKG7tcO6W/pK1wdhNo3TgutcSG4xoxZ0B5Yca8vX1NS26zcGhH/rpfLU22W4XT/Vaf/Wl36xt8twu/6t3bI/4PxbOzq082Q/dEXdg6P919EYTS/yG32h277Ddu7QJD6rtPPKwiy4zrZonfYatNOtVqMup/tJm7q7OqyrfX+F12pX2Nc/Gj1ERZnsE+i3RIumMQ1JHfr+20J0usWcvK4n2gR1Rb092UqQM3uiK0qv3Pkbou/KXoBOEfkN+lL+oNb1RdyUlI1TrGysNdh1VXHaW2GiC47dgr57Muh1rcRpp221fW9De6VbLRf/1RVpcueWluG+0g50XZ2y2Ju6/ggzVV1RGe5treuqNehskX1pvN/5XnQwptlsoEGn66m2omycDfyZ6k+GDWpdnV/bwt7+oS+PfxRdACd7RyabyrAZ1muKvh/2VRoL6Ax13f/Y/+9HPxC9agtxWqgdRLosTvdGnfPsnuhsX7YqZrcpGOg0tHmoEzsWXSBlraGg68Mw16bxfsRcdHGutYeCro/D3NP+vxL95t2qQ0E3QG3dA3037EB0ZcXZPdTNRVdvXI3GaqWZf2tWhtvSDhJdVXlqS9cfYQ4iXVUZbkvruso43Qh4B9rhk9euTGP15C+iK83OHQq6Pggz8+Fr0FhQb2N08aK1hoKuJ79+b6zaDe2KLnzzGfSl5XNofCx9PXSkq9vqhK7jfuzj5+i7Eyu1GKfdtINUN4LG6sJt6Wx7T+AfwN62HVcmt0ZX9dy6IH8Pal0fhrkVXVdKHYZNYxrsug6Ema2SvQqNdwsHtW4A25ql4TQaq6O3q9sVXSn0WrRiulcLZbgt7SDRVZWntnT9EeYg05WV4ba0rquM051Mey66SNMW0bFt7NjGBWVqUOs6EGa2qF5cRx3Uup7+enyBHhughecnNJbjXg8tcNl3qXal8eH1Ya4r1OVXQG5LO0h1I3qqs+2VgR+gS3X/FdgnTjN0teW97H8ZKroOhjl8qOg6GOawoaJLwNbeKMProd9izFZI/yBwQ3S8qgy3pR2kuuE91fVHmINUly/DbWldVxmnG6ENjE1s+2x0VecJ6KJe76Xhg2So6DoY5vChouuNX682QNsyQG/wALoWwO8Au+XOyz8QXFeSIVKxNRVdpJ1v/+8EvJQVyhphDlpdSramokvJ1lR0KdnaA9104IjcvtvJLVhH8bv7bWld53Hah7qiMtyW1nWVcTqFxmj40ui6ITejn006g8a3o/MNukGtS8nWVHS98evVi7VtRGN12OzvxTQ+2Ls5JSubua5yxbckbB3oOvQbZ9m7ZXFP045ElUlgfbouGT6odSnZmoouJVtT0aVkay/pRtvfUejKlndj32Mkes+tp1rXeZx6nKari7T5T6u8E/iA/b8Zuur2+kNJl5Ktqeh689cnF20aqPYenx1tD8/9/TT64u58dDrnNNeV61KyNRWdHdsH/VbXz4DDyL1EjlYmX0Abvj+m0bs0qHUp2ZqKLiVbU9GlZGsv6Q6lsUDGMECA69GKxr7oN5UXL4mb2lrXeZx6nKarq9Lmf+jrU7sMFV1Ktqai6+1fn1y0MkBtif8B/U7XZdH+eMrmJ4FH0W+AzXFduS4lW1PR2f5pwMPAuujiHl9Ev9e6ZS4/fw2tTK49FHQp2ZqKLiVbU9GlZGtf6kxzOerf1molboq0rvM49ThNV9dEu3XO3+wNPIBNMR7supRsTUXXF78RdJ7xwMloj/FlInJ5COEdIYQ3RWRkCOHfwL+AJdGl0p9yXaUuJVtT0YFOr3kVeDiE8B8R+QP6LcS3isifQwiPi8iG6OcVtg0hPDxEdCnZmoouJVtT0aVka2/r5onIX0MIjwKrohWNjWv6t2Za13mcepymq6vS7iAif0K/aXwIcBT6SsLvh4guJVtT0fU+oY9aw1U/7H0cYAngauCK6NgYtBGxquvq6VKyNRWdHf8q8DFgjG3PtH0H2/ZEYOmhpkvJ1lR0Kdmaii4lW/tAt8C2NwFmtRg3lVrXeZx6nKara6I9yLbnUFyfGtS6lGxNRdfbvz69eC0DYCl0vv3XgAXoO4ZNl0h23cAJc7DpsBXPgLein504lMa3c3cA7gQmDjVdSramokvJ1lR0Kdnax7oJPYibblrXeZx6nKarS8lWj5v0dX31G0YHEBEpOxZCeCGEsC/6MdovAN8MIfzHdeW6lGxNRVei/QE6P38WcLyIjAQWB14D/j1UdCnZmoouJVtT0aVka4d0b8Qntqt1ncdpp3Qp2ZqKLiVbPW7S1/U5fdkiRqdk5pfZzj41sizWg4yu3Po0MNt15bqUbE1FZ/uWBMbntKPs7zLoCsTnoKt23g+sNxR0Kdmaii4lW1PRpWSrx036upRsTUWXkq2p6FKy1eMmfV2nfn13YdgDuAn4NnAQsEF0bBvbv5Jt7wzMdF25LiVbU9HZ9l7oMt4/BN6FLlqQHdse+AaNz0ssD0weCrqUbE1Fl5KtqehSstXjJn1dSramokvJ1lR0KdnqcZO+rpO/vmqwrg78Eh1G3hL4LHAFsAUwEv3Oz96uq6dLydZUdKZdDngCWA+Yh75k/jVgO2AccA+6EtqQ0qVkayq6lGxNRZeSrR436etSsjUVXUq2pqJLyVaPm/R1nf711SdvlgIWhhB+BSAiiwPvQ5dI/gv6eZHnsznTwWLMdaW6lGxNRQcwAvh9COEXpn0Kfdl8byCgjd2FIiJDTJeSranoUrI1FV1KtnrcpK9LydZUdCnZmoouJVs9btLXdZS+WojpEeAlETnBttcFfg38A5gRQngetAGRu3nXFetSsjUVHUG/JfWSiJxp20+jUyOeB1awAjpsqOlSsjUVXUq2pqJLyVaPm/R1Kdmaii4lW1PRpWSrx036uo4TQu8M2aLzmxez/0egSyFfD9wI3GD79wcuxpZQdl25LiVbU9HZ/reg8/YPtO1ZwNeBo6NzdgFuw75HNRR0Kdmaii4lW1PRpWSrx036upRsTUWXkq2p6FKy1eMmfV1//nplpFVE5qPf6jlMRKaEEN4IIXzXIuMI+wv6gfRFwWLCdcW6lGxNRWfanYFz0Y8gf0xETg86rfg6YBUROctOnYB+ZmL4UNClZGsqupRsTUWXkq0eN+nrUrI1FV1KtqaiS8lWj5v0df1OT1u9wBTge8CFwKnAB4ApBed9GHgIWMt15bqUbE1FZ/tWA+4DNrftGeiKw5OAscBs4CrgO+jCTusOBV1KtqaiS8nWVHQp2epxk74uJVtT0aVkayq6lGz1uElfNxB+vdFoHQWsBYxGX9g9C21MZMsii/09CpjjumpdSramoosK6dvs/+Hot6h+VnDeMtjU46GgS8nWVHQp2ZqKLiVbPW7S16Vkayq6lGxNRZeSrR436esGwq99IUxHGxHjcvv3Bs4GPmDb67muuS4lW1PRRdqRwMhoX9a4vYzG91vXH0q6lGxNRZeSranoUrLV4yZ9XUq2pqJLydZUdCnZ6nGTvm4g/doT6Yu5j6Dzoa8C1sgd3xs4BV0c52VgmuvKdSnZmooupz0v1mIFFp36MAc4EHgSm2o82HUp2ZqKLiVbU9GlZKvHTfq6lGxNRZeSranoUrLV4yZ93UD7tdpYFWAFdI7z1sDSwNHAH4HZuXMvA55Bp3O6rkDncdrROD0qrwUuAK4B7kLn8A9qnceNx2kKOo9TjxuP07R1Hqcepx43aeviOvZA+rUu0PnP5wLTaAwrfwh4DljdtpcFfgWs47pqXUq2pqKroZ1p258DniIavR3supRsTUWXkq2p6FKy1eMmfV1KtqaiS8nWVHQp2epxk75uIP5aaayuCmyIvrB7FXBs7vixwEXAWNue4LpyXUq2pqJrQXsxWoh3AlYeCrqUbE1Fl5KtqehSstXjJn1dSramokvJ1lR0KdnqcZO+biD/6p0EuwIPAz8Cvgzsjk7HPD46Zwb6UVpxXbUuJVtT0bWoPW8o6VKyNRVdSramokvJVo+b9HUp2ZqKLiVbU9GlZKvHTfq6gf5rfgJsBjxG4/s+5wKnAcsBvwdOQFvzC9Dv/izuunJdSramomtTu8RQ0KVkayq6lGxNRZeSrR436etSsjUVXUq2pqJLyVaPm/R1KfzqNloXRNtTgFvs/5XRl3e/AtyPLYTjunJdSramokvJVo+b9HUp2ZqKLiVbPW7S16Vkayq6lGxNRZeSrR436etS+DU/Qec6T4r+Xx54AFjW9q0IjKD7R31dV6BLydZUdCnZ6nGTvi4lW1PRpWSrx036upRsTUWXkq2p6FKy1eMmfV0Kv9ZO1pucAHzPtg9E3y0c67rWdSnZmoouJVs9btLXpWRrKrqUbPW4SV+Xkq2p6FKyNRVdSrZ63KSvG6i/bOnjlhCRi9Bv/MxDh6B/6br2dSnZmoouJVs9btLXpWRrKrqUbPW4SV+Xkq2p6FKyNRVdSrZ63KSvG3C00sIFBBgF/AZ9mXc117WvS8nWVHQp2epxk74uJVtT0aVkq8dN+rqUbE1Fl5KtqehSstXjJn3dQP21J4IFwGzX9Y4uJVtT0aVkq8dN+rqUbE1Fl5KtHjfp61KyNRVdSramokvJVo+b9HUD7dfu9GAJbQhdN3DCHOy6/ggzFV1/hDnYdf0R5mDX9UeYqej6I8zBruuPMAe7rj/CHOy6/ggzFV1/hDnYdQONthqtjuM4juM4juM4jtMJhvW3AY7jOI7jOI7jOI5ThjdaHcdxHMdxHMdxnAGLN1odx3Ecx3Ecx3GcAYs3Wh3HcRzHcRzHcZwBizdaHcdxHKcNRORkETm64vh8EZnVSZscx3EcZzDijVbHcRzH6RvmA95odRzHcZwe4p+8cRzHcZyaiMjHgUOAPwPPAvcDLwJHAKOAp4CDgHWAm+3Yi8DedolzgCnAa8C7QgiPd9J+x3Ecx0kRb7Q6juM4Tg1EZH3gImBjYATwC+BrwIUhhL/aOacBz4cQviQiFwE3hxCusWPfA94TQnhSRDYGzgghbNv5O3Ecx3GctBjR3wY4juM4TiJsAVwXQngNQERutP1zrLE6GZgA3J4XisgEYDPgWyKS7R7d5xY7juM4ziDAG62O4ziO0zMuAuaHFybipQAAAP9JREFUEB4SkQXA1gXnDAMWhRDW6aBdjuM4jjMo8IWYHMdxHKcePwbmi8hYEZkI7Gb7JwJ/FJGRwAHR+S/bMUIILwG/FZF9AUSZ2znTHcdxHCddvNHqOI7jODUIIfwCuAp4CLgVuNcOfQK4B/gpEC+sdCVwjIg8ICKroA3aw0TkIeBRYI9O2e44juM4KeMLMTmO4ziO4ziO4zgDFh9pdRzHcRzHcRzHcQYs3mh1HMdxHMdxHMdxBizeaHUcx3Ecx3Ecx3EGLN5odRzHcRzHcRzHcQYs3mh1HMdxHMdxHMdxBizeaHUcx3Ecx3Ecx3EGLN5odRzHcRzHcRzHcQYs/w+tfn5Hl7KNQAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x36 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "maf = df.ta(kind=matype, length=fast_length)\n",
    "cross_above = ta.cross(closedf, maf, above=True)\n",
    "cross_above.tail(int(0.5 * recent)).plot(kind='bar', figsize=(16, 0.5), color=['green'], linewidth=1, alpha=0.55, stacked=False, rot=45)\n",
    "\n",
    "cross_below = ta.cross(closedf, maf, above=False)\n",
    "cross_below.tail(int(0.5 * recent)).plot(kind='bar', figsize=(16, 0.5), color=['red'], linewidth=1, alpha=0.55, stacked=False, title=ctitle(f\"{cross_above.name} (orange) & {cross_below.name} (blue)\", length=int(0.5 * recent)), rot=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most recent close_XA_SMA_10 Dates:\n",
      "    2020-02-04, 2019-12-06, 2019-10-10, 2019-08-29, 2019-08-16\n",
      "Most recent close_XB_SMA_10 Dates:\n",
      "    2020-02-21, 2020-01-24, 2019-12-02, 2019-09-20, 2019-08-23\n"
     ]
    }
   ],
   "source": [
    "def recent_crosses(series, **kwargs):\n",
    "    last = kwargs.pop('last', 5)\n",
    "    return list(series[series > 0].tail(last).index[::-1])\n",
    "\n",
    "last_n_crosses = 5\n",
    "recent_crosses_above = recent_crosses(cross_above, last=last_n_crosses)\n",
    "recent_crosses_below = recent_crosses(cross_below, last=last_n_crosses)\n",
    "\n",
    "print(f\"Most recent {cross_above.name} Dates:\\n    {', '.join(recent_crosses_above)}\")\n",
    "print(f\"Most recent {cross_below.name} Dates:\\n    {', '.join(recent_crosses_below)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trend Return\n",
    "* Trend Return (__trend_return__) calculates the cumulative log returns from a specified trend.\n",
    "* There is no limit on how to construct a trend.  It can be as simple as: close > SMA(close, 50)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def simple_ma_strategies(kind, fast, slow, cumulative=True, last=last_, figsize=(16, 2), colors=cscheme('default'), alpha=0.35):\n",
    "    \"\"\"A very basic long/short cumulative log return model proof of concept (NOT A STRATEGY RECOMMENDATION)\"\"\"\n",
    "    title = ctitle(f\"{'Cumulative ' if cumulative else ''}Trend Returns of {kind.upper()}s\")\n",
    "    last = last if last is not None else df.shape[0]\n",
    "    closedf = df['close']\n",
    "    maf = df.ta(kind=kind, length=fast)\n",
    "    mas = df.ta(kind=kind, length=slow)\n",
    "    \n",
    "    def ma_return_name(name):\n",
    "        return f\"{name} {' Cumulative' if cumulative else ''} Trend Return\"\n",
    "    \n",
    "    # Trade Logic\n",
    "    long = (closedf > maf) & (maf > mas)\n",
    "    short = ~long\n",
    "    cum_long_return = ta.trend_return(closedf, long, cumulative=cumulative)\n",
    "    cum_short_return = ta.trend_return(closedf, short, cumulative=cumulative)\n",
    "    \n",
    "    tdf = pd.DataFrame({\n",
    "        ma_return_name(f\"long: {maf.name} > {mas.name}\"): cum_long_return,\n",
    "        ma_return_name(f\"short: {maf.name} < {mas.name}\"): cum_short_return,\n",
    "    })\n",
    "    tdf.set_index(closedf.index, inplace=True)\n",
    "    window = tdf.tail(last)\n",
    "    window.plot(kind='area', figsize=figsize, color=colors, linewidth=1, alpha=alpha, title=title, stacked=False, grid=True).axhline(y=0, color=\"black\", lw=1.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "matype = 'ema'\n",
    "fast_length = 10\n",
    "medfast_length = 20\n",
    "slow_length = 50\n",
    "\n",
    "simple_ma_strategies(matype, fast=fast_length, slow=slow_length, last=recent, colors=cscheme('gr'), alpha=0.5)\n",
    "machart(matype, fast_length, medfast_length, slow_length, last=recent)\n",
    "volumechart(matype, last=recent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Disclaimer\n",
    "* All investments involve risk, and the past performance of a security, industry, sector, market, financial product, trading strategy, or individual’s trading does not guarantee future results or returns. Investors are fully responsible for any investment decisions they make. Such decisions should be based solely on an evaluation of their financial circumstances, investment objectives, risk tolerance, and liquidity needs.\n",
    "\n",
    "* Any opinions, news, research, analyses, prices, or other information offered is provided as general market commentary, and does not constitute investment advice. I will not accept liability for any loss or damage, including without limitation any loss of profit, which may arise directly or indirectly from use of or reliance on such information."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
